{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ae5d1075-1eb9-481d-a8c7-9ff322bf6917",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "from imutils import contours\n",
    "import numpy as np\n",
    "import argparse\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "145e0e4d-17d2-443d-8eb3-05f7ea44b608",
   "metadata": {},
   "outputs": [],
   "source": [
    "def sort_contours(cnts, method=\"left-to-right\"):\n",
    "    reverse = False\n",
    "    i = 0\n",
    "\n",
    "    if method == \"right-to-left\" or method == \"bottom-to-top\":\n",
    "        reverse = True\n",
    "\n",
    "    if method == \"top-to-bottom\" or method == \"bottom-to-top\":\n",
    "        i = 1\n",
    "    boundingBoxes = [cv2.boundingRect(c) for c in cnts] #用一个最小的矩形，把找到的形状包起来x,y,h,w\n",
    "    (cnts, boundingBoxes) = zip(*sorted(zip(cnts, boundingBoxes),\n",
    "                                        key=lambda b: b[1][i], reverse=reverse))\n",
    "\n",
    "    return cnts, boundingBoxes\n",
    "\n",
    "\n",
    "\n",
    "def resize(image, width=None, height=None, inter=cv2.INTER_AREA):\n",
    "    dim = None\n",
    "    (h, w) = image.shape[:2]\n",
    "    if width is None and height is None:\n",
    "        return image\n",
    "    if width is None:\n",
    "        r = height / float(h)\n",
    "        dim = (int(w * r), height)\n",
    "    else:\n",
    "        r = width / float(w)\n",
    "        dim = (width, int(h * r))\n",
    "    resized = cv2.resize(image, dim, interpolation=inter)\n",
    "    return resized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "eb27d905-99bd-4864-b9f5-2ede75924614",
   "metadata": {},
   "outputs": [],
   "source": [
    "image_path='images/credit_card_01.png'\n",
    "template_path='images/ocr_a_reference.png'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1b4840f2-8741-4837-8fa2-09171590ac54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x291b9ad5100>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 读取一个模板图像\n",
    "img = cv2.imread(template_path)\n",
    "plt.imshow(img[:,:,[2,1,0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d819a761-86d3-4f42-a56a-6b23968fd51e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x291ba2752e0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 转换为灰度图\n",
    "ref = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "plt.imshow(ref,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c8cea0f3-bcd3-4da8-8b42-45c94ef98b97",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x291ba2ddca0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 转换为二值图像\n",
    "ref = cv2.threshold(ref, 10, 255, cv2.THRESH_BINARY_INV)[1]\n",
    "plt.imshow(ref,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "185a203a-6b04-4425-8bca-c2a290b92bf6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x291ba3533d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算轮廓\n",
    "#cv2.findContours()函数接受的参数为二值图，即黑白的（不是灰度图）,cv2.RETR_EXTERNAL只检测外轮廓，cv2.CHAIN_APPROX_SIMPLE只保留终点坐标\n",
    "#返回的list中每个元素都是图像中的一个轮廓\n",
    "refCnts, hierarchy = cv2.findContours(ref.copy(), cv2.RETR_EXTERNAL,cv2.CHAIN_APPROX_SIMPLE)\n",
    "cv2.drawContours(img,refCnts,-1,(0,0,255),1) \n",
    "plt.imshow(img[:,:,[2,1,0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8ec2f6b0-e51a-40e8-aa80-3aa7e323949f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(refCnts):10\n",
      "refCnts[0].shape:(34, 1, 2)\n"
     ]
    }
   ],
   "source": [
    "# 10个轮廓，第一个轮廓有30个点\n",
    "print('len(refCnts):{}'.format(len(refCnts)))\n",
    "print('refCnts[0].shape:{}'.format(refCnts[0].shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "39869b21-0c4b-45dd-aff4-3e7c9efc6234",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 每个轮廓画出外接矩形,根据外接矩形左上顶点x值进行排序\n",
    "refCnts =sort_contours(refCnts, method=\"left-to-right\")[0] #排序，从左到右，从上到下\n",
    "digits = {}\n",
    "\n",
    "# 遍历每一个轮廓\n",
    "for (i, c) in enumerate(refCnts):\n",
    "\t# 计算外接矩形并且resize成合适大小\n",
    "\t(x, y, w, h) = cv2.boundingRect(c)\n",
    "\troi = ref[y:y + h, x:x + w]\n",
    "\troi = cv2.resize(roi, (57, 88))\n",
    "\n",
    "\t# 每一个数字对应每一个模板\n",
    "\tdigits[i] = roi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "89fdeb47-c538-4b8c-8033-2c8a010c0b89",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 初始化卷积核\n",
    "rectKernel = cv2.getStructuringElement(cv2.MORPH_RECT, (9, 3))\n",
    "sqKernel = cv2.getStructuringElement(cv2.MORPH_RECT, (5, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a54a9275-700c-46d8-8c04-ca3f613b5eb9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x291ba3bb7c0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#读取输入图像，预处理\n",
    "image = cv2.imread(image_path)\n",
    "plt.imshow(image[:,:,[2,1,0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "80e6b27f-9f00-420b-bb63-f934a71adfd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x291ba42d520>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = resize(image, width=300)\n",
    "gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n",
    "plt.imshow(gray,plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e66a8b03-81d0-4b66-a908-77714b50c980",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x291ba495ee0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#礼帽操作，突出更明亮的区域  不懂？\n",
    "tophat = cv2.morphologyEx(gray, cv2.MORPH_TOPHAT, rectKernel) \n",
    "plt.imshow(tophat,plt.cm.gray) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6915d768-0551-4168-918b-ef8dbf91b194",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(189, 300)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x291bb4d6880>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gradX = cv2.Sobel(tophat, ddepth=cv2.CV_32F, dx=1, dy=0, ksize=-1)#ksize=-1相当于用3*3的\n",
    "gradX = np.absolute(gradX)\n",
    "(minVal, maxVal) = (np.min(gradX), np.max(gradX))\n",
    "gradX = (255 * ((gradX - minVal) / (maxVal - minVal)))\n",
    "gradX = gradX.astype(\"uint8\")\n",
    "print (np.array(gradX).shape)\n",
    "plt.imshow(gradX,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1b57b670-57da-4188-b38c-cb16dbbf9f24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x291bb546190>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#通过闭操作（先膨胀，再腐蚀）将数字连在一起\n",
    "gradX = cv2.morphologyEx(gradX, cv2.MORPH_CLOSE, rectKernel) \n",
    "plt.imshow(gradX,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "97978dcc-8036-4178-beb2-8854328fab2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x291bb5ad0d0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#THRESH_OTSU会自动寻找合适的阈值，适合双峰，需把阈值参数设置为0\n",
    "thresh = cv2.threshold(gradX, 0, 255,cv2.THRESH_BINARY | cv2.THRESH_OTSU)[1] \n",
    "plt.imshow(thresh,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6cb03d54-13fe-4fbb-aba4-aca933f8c2b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x291bb61a160>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#再来一个闭操作\n",
    "thresh = cv2.morphologyEx(thresh, cv2.MORPH_CLOSE, sqKernel) #再来一个闭操作\n",
    "plt.imshow(thresh,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4fbc2fa8-33ab-402a-bf79-5d42fa35537f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x291bb67a9a0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GJm+r78x0Ma54ZSGNV06fxN7LtlIUkVSqP9+15kWREwkgD3Bqyd8Zh3QFs3I9nWt2xuAErILOAK0Oq96K9+gmd5htmdApT/MOo8TFDsgmeNLX0XYUlpHyJChSJacIhFCEZkLGTbuKgpB4EsijgNQNTN+bSjaBVClznT53Hv0+uusAi6f6v++ogQiAyaDaJU1xxAA8wJFAZMhGT5RGWMzg3XZNaRF7HzBG7Cr86Q1CqewQPrS/P3qPExI6lQC6H5z3VRSpwimNoDOSuKV3QiZPkKCh7BIf5eQOGIJnOHGehlwIPbDMVjT+HFrnC5AebASA48CEPtUnAGL3Lr+mfNjNxcuwlBA6j3kJ9cUowRgva77WrUYDTOqSNgYioOYC45NH146nKIQpVJEi+MAYRnWUJ0OnAdAG7mbU3dCdBSn7r5hk2mqXRqzyPURSSc9E7Tr4PLAEohbg5lR86zbVWqFSw9geScZ9NAgTo6qtj0cXH/i4JkI5/AKQOxBL8K7TI0UBJQMs0kWEHYozDlJ6sLHWhfl9rrzmXr7fv37dEXpHoUktZwy8/abP4tz9DwEAdq6p41vPXA3PI8y0PByYG8feIxM4OOdjpukjkC6YXEjHR0h1hMJH5NQB4fUXFdvzGRylHvCMB02zLx1jaZWMo/XO9brlYvcoQvw8AjDBTsxAAO2/bgp3a88YR7tINrsYuPNgvGH61q/PgzoxlABC5fHSMyqelbQfNrsTfBrNQBF7aPWFMUi3ZLLIpPupG8H36RTxi0Hu2jq+LJzDX9z+1XxLveVlpRYB7j0ImDOKAhQc4CQSci7z8uzLZ6Vbzbj9c7bfig2zBwEAh2dcnHzLdog/X45G4GC25WO64WG26aIROAilgyByMNtyMD3r4dCsiwNHPDRDF2Ek0Ag9zAY+phvqZzbw0Io8MDlg4SKkGiS5kMYnuBvjujqNgKcjTk2xBmNkKoMyO57Yf13XtXy0EXsMs+A5ysgasCZ2y5PKRIuWLmVnJE85ALGTJaAM2YBtduQU6gyOBQleBmhzgQQszxwkC2EzUKqYtItpxIpPYmLPGddZBG+MtsfIPR/rGofw8q3X48oHf7LQTVlwLJoOccFP94OvF5C/tRjMQXs6cL17nJsDZucI00eAQ9OEZkAIQkXuM00Ph+d8HGr4mG36aIQuInbRCF0cadZxpOlp0ncRRg6agcDB2Tp2BBtVBlCCInRfG04FJeRgEoLNNkra46jdFS7nkNi90veqs5kcDYhIuTlCIA7CMT7WUajz1EDbbXrozNkidtknsRt7yyAlHcuCtUunsDNbdjtBKnIXAqrf9MHC8pQxO/g0sZsI+FAmeep7pVyQDFUCUBN6mWIfKfQ9soloI4CPAVgNNQWvYuZ/IaK3AXgNgD360Lcy85f7vU8VWDd3EL+y7Wb8+Z1fX8hmjBTogAT+dA/ECSmPlDN8YKWLek05jrRvZwDmCJKDtrxP5ieMgMNHgMPTAgcPEw4fEZidIzRaAgeOeLj+3mW4ZtdqRORqAh/rlNjN5Kn7Si/ZLKOe6WFzMMa68aMlMKkCmBU70hK7MDspSoyfJirSpDHwHHV8nu7cJvZ+PWJMDnanzzoEg8CQsUOAS+1eQpnHhyp2wPETnb1Hqp6ESfA112y36ZmAr1AWr2Ebnyt14JYO3urTOD2I2BIC+CNm/hkRTQG4kYi+ob97FzP/4wDXrhTP3XEH3nH7lxa6GSMHajLoRdvbPpN/txJ4+nj+OQCcNS6csWxiXLoYSLwz1KBkBvbtbMDfA1yzm5Tb6fhEfoCQCT6ZGAOimeKueN1UaARF7JPjSVHzXxRE2sWX9I5JIpHYg0ARuyFy0vYj31VqhryIcO7il90LJrup7U8/35CsBAfh6cyiXcYDA+CWbrcH+MprDlKqRWK2lRCw6Z9AJqqYfnY2tktzn+ib3Jl5B4Ad+v/TRHQngPUDteYYhobQJZBkOD14Urx5T/cDAMhPrQMuGet5nAEBWHFfAy/+x114+wuB6anJ3h5GxotocgyYniuuf8+7ZM0HJidHLBXDPMHYdgy/uKSCaJq6pgHrqMj4eNJBgK7y0443b3p3xbL/qlqOSKKujVpooWCyk457ya4lC+ZjJ9I7Tajx2GgldSFsz5fQJvaSPuxESlXIGLhvKlE4EtEmAOcB+AmAJwB4AxH9FoAboKT7AxnnXAngSgCgsSVVNGNk0e0VpYdTr9dZ9niDz1yxBifdNYPzrz888CZY/OojfZ23BsDWT70Zy3/348VP8j1ggoGZRm+Cz3IFJVKVmiYn1HcLyCXzDkMUnlCSe1OrXoKgvfSe5uzUyYlbcBAmBBZ1MQj2bIto92EfBQRS+fPXdC72vJ1kzVW7GURAI1K7miBsJ+HIInbb1bEozPsybQgjHTDZ36MNTO5ENAngMwDeyMyHieh9AN4O1aS3A/gnAK9Kn8fMVwG4CgCcpRsWZsrt2AGsWDH020hmfPr7d+P1H/gugkhioubiL37tYlzxpFOxdCKJhmQAh2aa+LV//BJuun8PGmEEOAKe7+LcTSvwd1dcggtPXN127b2H5/Cnn/gRvnjjA2iEEYgjLIr24W2Xfg6vePFsPE4O/SfjrQ/VcclSF287sH/oz5wHX4Y49N4rsOp1/w9Nt2AEas24SLa66x/T3O4KYGIcGB9DQuy/IOxOop0oPFeRz8ycIndA6YzzulN7mMHXBN8K+k8lYGwd81m4ugxakXZLFp3SE5GKoDZF3o80VAwAo91mE8kk907ZfjKqsKxymWU9xiwMRO5E5EER+8eZ+bMAwMy7rO8/AOCaQe4xVDjt9VePzLVw58P78LXrt+DgTBOXX3ACnnbuJjg5hrdIStz5wC58/to7MNNo4UmPOQEXnbERyxePt/nEC2Y86ZzjQJ4LySGmA4kfbdmNszavwpNOX58cy4xFi8Zxyekb8PMdhzHbVFb6Wt3H+pWLcdpxKzvyiX//nl24d+805iSDhQDJCA61sGa1XvX1padnJOaajP+anMJOx8H79/ZWvwwDBMApK/kR6QhWBua4y4Cn5HjfUzr7mp9yU/0FgON2ZnRk7eNt9z2R0jdTpuie6OcJ2d8XgQkMNHNolKR2A4Y23DuKxI3txnGAuquEhEgCR5pJcJeJKTGJv0zxnzCl4uoF4xETx2ik+sckEpvPICZSjPRBAHcy8z9bn6/V+ngAeBGA2/u9x3xithHgujsexr998Ubc/sBuRJHEd2/dig/94fNx+nHL4aUShQVhhC3b9+Gt7/0qbrlnFyRLXHvjA3jTy56Ep114EpZOteukl02NY8WiOh7ZNwPJjJu27MJNm1fhgs2rMFH3AQBEBALwlLM24HM3bcXhvUcgJWPV4jGcc9xyjNfaJd1ISnzvjoexbe90UtyLGR6aWL4kSmw7ATA7q36HDuHBE8fxyd/YgMPTjC98iVGvAc95FnDnXYRfv3U/zj8wN4wuHgxESoIHVGa9dJCNmRyOUGl6x+rZBlsjkT5akUXsUaQk75CTYh2m2IY6EB0dE6eo1cZWR6fbLeO54WjD6SgTu4GJygWUCsZz1HhzSBH2dENJ+Lb9waQ0Cbm/WrBGWu8apMTl9fYag0juTwDwmwBuI6Kb9WdvBXAFEZ2rWoWtAF47wD3mDY8cOIKf3rsT12/ZgZlplWPj8GwD1/18G05Yu6SD3OeaAa69+X785PZtODKrtrkzQYTb7t+Ns09a20HuriOwfKKOnftnIBnYsX8Gtz24F1t2HsI5m1a2HXvKhqXYtGoxdh5uoNGKsG7pBM7auBwi5Q2ydfdh3P7wfhyYtQsfM0gGECTxn/8ziYl6iMee1cDMDMdqwH1Nwjf2eGg0gbt8hkPA8jlgiyRsn1qCJc4kli4hnHoyYe0aQr0GnHsO4fY7GQcOMi7+2n4s391nmbx+EXtxWCqadNEH11NujmO19nzZbWz+KGV3IwHaxG78U403DHMiSRtDaeyCinbiklIFPZlF1Bi4iXt7L5l35Tp9B+AsCCQnUrmno1iDCDjSaid2g7jARh+pGkTBRW+AoTqIt8wPkO2bsKA+7f1i18FZ3LfrIGYCrc6IJCIJPLDzIMJQdhjTG60QN9+3E0cMsbouWnCw49AcDs12VpknAsZqrlbBMJqhxN2PHMCNW3bj9A3L2haPFVNjOGfjctyx/QCAFjYsn8TJa5bE37MmtR/e/Qh2HJxF0KamUOR+6CDjUz/ahEW1OWxcsxVr10Q460xg/34lYOw7ADQbjBXLgaVLCKefCtx3P/Azt4ZwvIYJD7g5IKycJSzxgcYawhd/JkF1YM/pDJoMcOgwIwiA8XHgogsIZ58p8PlrJLY/wpASOPUUwrl75rBha6Oal2SMciYXecPy5Kj7yrOmXnt0phLoBtI+45Qi9iBU5GS7OTKr/pGchMEzt5+XFXFq3FPhKFVNng+8SYIVF4kZ0jMPAy5plQwnni5zQXasRbwApg3MBR64KLFnW7oL49EfnldwcB2ea+HAbFNbp5NCH7OtADJjSxRKxo6Ds0laYd8HfB8zLUYjJ22wSDXmoT3TuGHLLjzngk1YvWQi/rzmubhw80p8++fbUXMdnLByEdYubfc9bwYRvnHbNhyYaaYel+E7ARzBGJ8UqLsCvk943IWEqUnggQeB6SOEVsCQEXDaKcCm4wUuewqwazfjgRUqMjUIGVHI2LUbmJkj3LuFcdfdDNcFtk9N4MBaxoG6GqMnbCJsfqVA62LCp++McMssI4qAF14ksP5Oro7cgUSCrPuJEavmA1OTSmof1VJ4wwKZCE8n4QG7XFuW+gpQagdmFa0SE7whthyPmFgih0pjkJ4XwkqncTQFiBl1nicSNUzYVP2ZVXUqTeykVVymhm03wrajcYcsgPxikHuBPpSSEUltPdK1VSE5V9XFABqSQBNjSpJxfYAEQsmQOVu0yJaUiLD/SBN3bNuPO7ftx6qUEfbs41bguBWTaAYRTlq9uEPfvn3/Efx0yx7MNNvVIw5JLKo3sHkT4feeeQd8T+Lk4yU8V2DvPol7tzCiiLF0MTA1SVi6FNiwDmAm/PILCXfezdixi9FsqrG3fCmhFRAmxoGzzhTYsUNido4xMQ4sW0JYvQp47PmEiy4QiCJF/ksWK/3+8qWq5kXlMNvmsZqajEsWKeOp0V22vbSOvfQQGrRAICMhWyHqdoHlbo8qhCL4wJoccQ6KLmoXs3tipz3UXlB78epRgd2UrP4gqDHka2I3NR2CSM1rP2W3idM1WAtgrP0zC2QOhCiX7mLAofroJndBykhZxgXLvBuTGbLLgbJWUyGZLVksTN4EOOj7MICHD87ga7c9hItPXYu6n7yOdcsmcPZxy+AKgVPWLE6uwQzs3Inrr7sHtb27sTJF7nXMYrM4iEWzIZ74WI4XjJkZxv0PMH7wQ4lHdiIm4UOH1Zi74FzC668UuPV2iZtuYdTrwKknE17zcgf7DzA++0XGceuBU08ScHTdg8WLCBvWAsdtJExOMHbuBh57PnDcBsLMLOG01YwlbvsIZQC7xpfERXHav0EPwxElv4gUoS+ZUnr4USKUoYMSaT1O3QD121RWKgLHUTvPgCyvGE1A3aJPze6JtWpHVw8bOf26nZQvJuXUjsMVOuJUE3srSgqUEAEibPdQy8p+abyOAMvdllLfi8QeUgYDBDI9esk9DggASiv+tF4cdQ+cE9JOguBOjCtyb4TAgWklyfRSoYVS54dXE2vvbAs/uHsnHt53BCdqvToRUPddXH7mBjiCsHH5pD6fgelp0Lp1eCmAl3a71X8C/MhJgKd2Ca0WMDun5r4QwMoVwG9d4eCLX45w593Aj37KOPcxjHu3AFsf0kWhako9s3Ub8LGrI4QhsHkTcOJmwn1bGA9uA1YsB576FAevexXhXe+JsG8/Y2oR4cRNwHnv34U1P59ta1dLuDjpVf9huSdak8K4fbW9h/gPxIY/aHKp1awQ9tQkaPt7hAinChhp3d6lSKkSV5UqrsFKz+wLJYWac4XoXofVwBhMTdTvKBF73QNqlkE34kS4aukC1J4A6lbh+UagBDXbsNyKEnI2CdYyoW0SURaxO32qqQYT3Y9eco/9Q61OMwPdofYQ3n4LTINBrpPJDUwEWasnLnqT48CRWRTTARFMZr4gYjy0bwafv+EB/NHzzms77NyTVmshVV9z2zbg+OOLNV8CWHMfeNuJwAShFSTkLiWwazfw3g9IzM6qR3jMOYRNxxFu+JnqQ89T0fqOAKYPyzgn0sQE8NKXCFz/M8YXviSxazfw9W9FeHi7wHU/UueuWc14wXMcLF9WcLKbiL5uRR7IIh7PVQmwwsAKwiGLYCh5DW3v/ihXyRDp6kCpfg0l0CibQdOAdaoBR+0+I30fV/dvN8nRGHJHCWY+jmVRmxYKXOUwAUd/FkbAbJC9MDJ0Dhp0V/Fq2UMFhmmC75vUzb1/EcmdHO0dkOo4ghqUaTVMET0XkSIMYXTbevtml73LPRc6y2Gte/Kqhi5CIaHIzFdBE0dY4ivXb8FvPekUrFw8Ht9P2JP4uuuAyy7r/RypZuGk+8E/Oh6B56HRAF5yYBpv3rG/QxdJ2wDnq8DzjSqRAHEf4H4WeIkEXhAC523YiIkJF6tXEV74PEKzBXzqsxIHDgA//LEi5jWrgX94u4vHnA2MTfZooAmFzype0HGszpTna1UCa51o0YComPStBzcFKrIiA0cNQihiN7A9YooUds+C7QbpCYDcpLQekXItDXIIfpSkdBsCKvAoM40AtBpGe1vNNZVL6GxO/9m+/iC9YFAPgie9aFi2hwXqq6OP3IWbH9HlWhVWynZo2k84vl+via/bEUbKbSpKtantWk6SBjSAmkiuQNNzcGdrF75/+za8+AmnWk3S17n6auCNbwSazczLdm1dk4Fnb8M6Irz1CEPMMmp2YRIDqX7ipzdeWC31mQPgWzu2w/8SsOhaAhHw+3OM357VbudC4Iqz1uPv/trFY84B6jXqkSZbZyTsVtvWhqdDwNsMdiUYLU56lWoDszaGjyhZAckiBCSqmDDUHjEF+68IHKECeBph4u/tOAD3uXgsBPIMugQdmKTHUMi6HF6XZ4sNpwDAKsip1sPN1qHEc8n89ItfKIOqMBXMUxKYseCXJfbnP19L5sAlR5rYdHAGB1M+6qt/PI5F/zHZsRtYEUr8w55pHJrTx4cSiCSW31jD2v+eAKycMQDgMPDuB/bgyGwTkoF/2nQpvr7itNj4NdcIcM2P7sOzH3sixnwXbSX9ZmaA3buLPVMGaFcEF8CSvq+gsDaKgDmoHwCL9A8ARFGEq+7dgZPfQhjT2irc3envD0AZpeLAml6Nh/JYMDViKyVhTnSoXq37oQuFrIjTINRZBwcl9rR9Q6tofCeJ1jRqlyK7q1FBxxAhRcqedkOMJDDT0otYxvksdSWwVP9GUrmOujmunsYV1Ah8zHp3mdmo3vjFUMtoHbowHWdvrY2fbx8T/ydJVaZl+qcDOZxaA3BW1hf7ADzY/pFp1dn2hw9+FxNRC59bfQ4QSoQiwk/u2oGtOw/i1I3L4RR4ljef/nwczqjvOBG08I93faHn+VXCAXDukSZwS4GDg7BYQiRD7J6TeMhUDePxQYFSQ4wK7J2kee64sEY0UEKpGHYAk7mnIXgplS97LL2zuueoE3zaDVmQGj+uSHbYs4FWP6VPZiuIK0fwCLTO0uV2FaxwrBqw1vGG5Du+KIJHO7lnhVWr/6SIfcFa2BeecHArIggE5OCaVWeCgwg79h7B929/GCeuWwpBhI6C3Cl8et152F2bav+QgbGghePn9uMND35/NLslitDzhQlSktYwid1AajWHnetjIUG6HbZHjFHFBGFJj5guyCNqAV2NSUu2tuG03zzu8wVTJ9Xs9DwnCdhqRcojphF0FmA3/v1xDva860O7ScJ6TyJV4F6fbLtIypQXTfeHKPPEuRhtcjfE7qSKLNvuRSZcuAsemlyG61eegMfueWCozS2LJx+8H2MywAFvDNct3YygFeK2rXtyg6CKYs7x8WenPg8nz+zB0/feDdfqn3Cti/BkX9mdyzo6fGtWeeEMAMESl2+7FQDw3bVnZKf9NZPSTy/oQ0QklXeI5yPO9rcQsAkDFrGbwKQBx0YbOE8Sp4TgTU4VIbQ3CFezaxgWJFSbXdFO7M1Q2cSMG6T9DLEPvOzusRXfQy8gglS5Pddy7kj3pyH4ODisgPG+olc8uuRuR9+1ETsSPaTZRvboja9tPAf7a5P44Pc+iM3TC5PqNg+PPbwN777783jsxW+CkMDGZRMQwpLad+1SeectMIB7Jlch7OLlIUngly94Nb7/o3fjzOmd2FWbwpzjYu6JY5h9wxJMTTDG6oAghuMwXIfhCglHMIRgreXiJKLcAdynPgS0jFSSviFA9/VOJuaxxGe+8S4AwLOe/RbcsHIzGq6fHCBIqWL8sitPBQgigEKlnulWmWdYiKV1kRjxDLE3e/dteXSbN3qBNUTG0IKUJssqF5lKodVswtfqJVaS+lyQqLMi42mln8FUliqjcmLoXY3xkewC0h40kUQSvVdgbD0qde7GIyZttDCBSb1KtGXg+pWb8dxnvQk//vxfZx9AHf/pRG4uAltvmXeu+jUVNjLXbiJg6VQNlz92M1zbePt3fwe8610dx1/8lD9CwL2lgCdd8kZc98N34S2nPh8/XbEakzMHMPmPh+GiCddn+G6I5YubWLu4gdWLZ7F8UQuLxkPUvQg1T2LRJGPpEsbiRYzFXzwBNZ8gBCuBhFhrTBg0K+Gc+UBsEnFmZeyanoevfuWd+KXL/xjfX3MaAsdVngY1V0lCC4VWkAgW80nwZAcmAUr/y2o3UapIeFXt0b9rjmpLqNUKJs1AMKIGVkEqMMkY7FvaVTQ00jkn8S9AkjmzzLMISgyngY7Q7eVOS9BeOhJgAfTKQVMBRozcSZfhSknrQJKXYQCd6LaJZVj/6+/u/EKQ2o7X6oBXR2ZgVCtQ9RLtfBrMyj2x0Ux8aI0/tQ2T+3l6Fvd8/2+wrnk4/dSo11z8+uVn4vTjVyb+7Rl5nPvxrnrC4/8wPrkZTWGfUXm7nvKdPsLAtITzsATqPsjzQIIhuAUvmEWNZ7AIBzBOR+DIFupOA0vGWlg5OYdVi2axalEDy6camPzwSfA9xqIpxmOufAjjW1s95ZPPf+0f8TtPfg0+fsaTE1fHQVGKdMzuz2ppqwn4tXkieEqkdTviNGIlrfdbhLonjPTdo6+IkvJyRoI3Yz2s0A1zUBBUcFJd96Nk4PCcIt82cNLmsKDHlg2zjTVjItK6/HoBl2kw4vqrED3G1uAdOzrkTqSCCwR1MpjjJJ4MVQ8m10lI3cnxlmg0FLFnGbJ8o1IIuzOv46hanhkvc93KKXz4z38Jl55zHHxban3+84Evt2dQbggXq57zt2DQYJITQ21VhfZtdj1EE+NqkbPa2KwBR6CcgNpOlhI0HUEcCiEQgjgCsYSQLdSCQ5h44iH8e/g5XPbw/V2b8cxf+gv8eMNpiTdDFWAk+tN0IEm89tpG+IzFOGwCVOsvH0hhkNqlphNThVraHKrqw+gVCoCgddfQenpoCV5kZ02cbwioFAq+JthQ52DPNTzrPi5rmHYztAlAeakf3JmmYAgYHXKv2WHV1kR0dai5/VlV8D2gZggtZbwzhqzZOSVB5b0/IpVyNkKGlGAdA8Q+9WlMjfm4/MJEHUO25J4BjncWA05+hvL39V1g0aTlCtijkxmAcMBwEDm+9ijTElEQYI6ncMhdjyuefjL+8obP4g23fz3zMuf/2t9hy4p1Om0yqpGQQ5PRz5Iq7ZQ1FP+TekxN9sSJd04rVO8srkVK2bEUvfRPWTD6dVjXi2QSsTtsnXapzY02CvoCgEjS/QqhpOWF9KAxuXFc3Y+muEZW/9kZHcv2r2cZTTvGacFxa3ZmggBIlb8n7/wKVF6jQe7CUrXEvy2Dam+HmPKo+UB9HHB8vSUG4k42g2C2YaVObWMHq61GF+mpCdDFk+BH3/gbrGxOd3xOW7bAOzvDa37btrY/d9Sm8JzH/27xZywC18SfljD0pAc3G2IPlRqBBBjArOfgH899Hj506qXt748AeC7uX7EOkeNkX7MsjL+6XZwC6NxN2e+ybUyZP6Lk/xQAQUvt6NKuuFmLBFnfC+tDk/PGfB+rYKxzQ10Kb958ybkPgodSmzIhLuvlkMqVtBAGVp90YBJp9Uio7BNZbWnzXy/RViNgdkslIMyBQCE1F4A4m2d8eEqorMAjaTTI3cB+8KxUAIPfQPVhrQbUxlTYeTooymyLmy2tk9OFb1kmE7OtUrm1GLkewPqcDJw8vQteVi6UVgu4666uLb9zcjX+11kvxL2Tq0o/dSYISiq165KOU8pftwDMQhiGmTUk944twt7aova10dOBSQLVkDqQRG0WJRmbiGMDW+pcs2BI6KAVpzsxxISf1qVaxBBnUYySr8wWfT4JMut5e8F4ffhCEbx53Y4DYB52G0DCoYbYidS4a+pUvXnEHvuvlzWcOt2JnXI+7wWzG4pr2ZJF7JaAMQBGi9wBKyrPuBhVNGAIWk/o5xO7sZy3WolPcWSMLlHSPmjPjizfe5cTy3xFuH7JcXjP5ifjuytPqeaCpo5mzUuMhi2tf6/7xQm+g9h7vKs4qMS1dN8DwhBwGWI33g5Gfxo/R9aizDqHN1SDu+UaatsVpLYLhvilnsSGGUNWhkpHZBf0rhymfan0ykVhUn34biIlC4JaqeXwCZ6gSN3VgloYaY+YnHvHapgShlOC1hzkpBnoOL7Pd2YTvFl4ZJ/vJQMDuyYQ0VYiuo2IbiaiG/Rny4joG0R0r/69tMCFtOE0w7e9Cgih8odkEbtNUobY44g1Q1r6R0aADLMlAPMMOeT48U0XY9bxO8/rguuXHIf/u+nx+Mz688o+cTYcnRWv7idkYrwLmi1F8kUkHLN1NDlOug1Is7B6bmI0H/T1Gl/rWBVTYkKYd5T+yZ3I5r2nao6WQayaoaTtgVUYIii5QPUFLSWaMdw3rLmq/4yjxYe5OBli97QaNYjUApNF7PaCnZdKIO8eZUsF9vvIZidHrIRHM74qQgV+ZwCApzLzucx8of77LQC+xcwnA/iW/rs7HEcbTyv0mjAQTkLsXg1t7pRmELQCRW5pV8cO9JjcxlaQEf75Bxe8DN9afTqm3WJJqu6cXI33bH4yPr7xsYWO7wlXKGndSOdpRFJ5BTWDfJIxxBQTe4jeErvQxO5Wk/wrJscwWYiLQmRMXKKEnLrdM7JUbmX1tm2GeihVTGCRkiH7sqqDojD35QiIWrmqw0Iwuy7fbSd4h9TPMPidoKJBjUdMEKmMjs30gsjteusyO2hCgYU+46S+x7PVVsj+d1M5GJZa5gUALtX//yiA7wJ4c+7RRO1bUrYtTQPCcZXPcparY0zsRmJNdWzuS+uhUxBO0rNhu4R0xRNeh6uvez/OO/CQ3ZBE72td9k1nvxjfX3FS/n3KwBSVNiXp8ggkiAAEWjecSoUb5zgx0lCBiWPUDfH7HWDwskWEraB9IS6KbhOx1yRlCYStREAoCkaivmBoST1DmowilQoabrW1SONIzEgXfq5AZWjeZc2FqTccS6JMli65AjhIClgz1BidyZiv8ZhmbS8rswBTku2RRPEFtl+du7F5xAsQIy60HV94MFRB7gzg60TEAP6Dma8CsJqZTcz8TgCr0ycR0ZUArgQAmlhWQTM6bqAMnLU64NYQuzoCyYuLIhWAFObkdI5ftDUZjGTe64WS0FKN7KhpecUTXtfeFhklErPvaOmnQvHH18WkDcH2GrhBCMzqyepbCyJr6TLDcJoJR+vX3QrUbPY7a4UDuN9JxCH0bcIEipEes85BU2u/RveTtF4VStUe6syCWTDCALnVqDkMiUhN7FW6nZGW1GtestszOXEgK/H4gKsNp45eGE0qgbzHYNYFRkrcQ+i5Sn3Mu7K2o3iscXstVuONFAFJ4wd791WQ+xOZeTsRrQLwDSJqc/tgZtbEj9TnVwG4CgCclZuq3YcSKY8Yf0y5OkKH+9qIQuXqmDcAzUv2a3o7bl6+8U8u0g7tQRO1eqhyoGo+DiPcb8wHxurthYJR4FZBBMw01Dmeq42uPUrh2fA8XQ6voohThlbDdFEZFUHEgBNpQ7L1ea5BNQMyUi6SXgH7ienvuLAG6cClLrvTUKu6avr6fRG8kQJZFXqPcnLrVwE7OVfsx62l7H4dC4waxmR3lKxIvdFlt9YXsVP/xB43tOR5nDPWiFRiNsnIqCBfGgOTOzNv1793E9HnAFwEYBcRrWXmHUS0FrlZ0YcAIkVmbk35nmdFH7YCFXVahCQI1mTsq0G6XFmPyUWkpOtetUSLQhAwXlO1Xeu+9lChhKTnmr3JLIiAI3PA5Fhx/2AT1FVlbU1mJRlWVTCiFQGOTCRj2YeUKUMgomJl+owKyYw35t6548MI4JYaE/2CQ0AGxXdag8BEsJrnJCQRrGVfmYC1g4W6RiNQ760bjEND0UXaEYPtKvUaVhh2EFU32CkKBpDeBxKriGiCiKbM/wE8E8DtAL4I4OX6sJcD+MIg9ykM4QBjY1qVEqkfe2SZXDCzcyWkP925trdDWfQiJHNdIYDx8cGJUQhgYgyYGAemxlVtV9dJBvOYDywa752gi1mpi/Ydat9C5j6HUPeqKjAJUBO10SxvOO2FSKuYWmGSM6V027q0yUxkU6fTHm8yUqqdXpmCokgZ+Ut76LCS1MPW/BA7oHd4Wg0ntDRLSNxei8KBSvzlakGkEaoo6l7EHp/vJBHPvdrqWjVR+x6rBQ3IxiDf632Q/idOZd7/mB9Ucl8N4HM6XN4F8Alm/ioRXQ/gU0T0aqi6RL864H16w/OUNNTmBaPTpJJOXdpqDSl1ai8UNc7oLWK9pnYWZaVJgs6VU1P9MV7XAxidA9B1VCnAQ7PZ1zLSrJGCREPlxjHtTMN11D2NGqYKXXEU6eRZI5C/pAyMG20jyJcijQRnIrDzEIbajbRIlShjpNMJx6ownJaBMUqyg7iAOXGSRbIXHFJZKAWSxGmtqHgOGLMzdRyd/THjPBOYVJXbJsX/5ICTsVxIoKTkl9ACQp8y+EDkzsz3A3hMxuf7AFw2yLULw3jauJZ+1/Q1SzXQWScJGlT6s40h6YHRbaCUdZvzXED6SmorqqIhTQC+p/rC+LOba2a11csxsBrisSXaRqAmbt3oma0djSPa9euDTBqjJw4iXUB7hIk96zmNC16rC7GrA5Vqh/TePq/PjKqjo9pPxn3BQNSs3F+6MAiJDtsY3xlJ0FiufQuJ4VRAjbtmmB9x2rUN2vDquu07K0Li7loZsffYyZtF3ngTFb6u9X+BvgObRi9CtQzMoHGz/cpVHcjA8k4YQN1htsY2wccwW6i2E5LjotTLpYzjgGSgCE3MUhuIehG8ENqA6bUbh8gYe3IGhsmpY75mJFVq0oEfkoG5VuLaaPzVXZGofKrwiIlzxBSss7qQSEttRkIr6s3DmuBFD6lcajtJTWSnbIhJJNABdiWfo0qYFAXQOnhjJ3FyDKxCqyA8/TsOTIr6fw7jeeKIRA3iaEeIvg2neffK+Zxle+RpX9c2AlR/5x+95O6QFdGasW0xgUmNliIJ4aoBVHaLYwgn7yUZSTO3/zO2ZB0vixPJwtzP7Ehk1L7ypweTY4jdb9ehx9fp8Wz2/03EZ56PciAVwY/rQCCvS/+XhU3sWTEHo4i21BX6PZtUCEUhJYCws5RkGlGkJFHPqNks9SNLbeBdCJVjBuLdHPTuGYmBNeT2sexQEnEaSl0xqaJF3S5YHUvrFRN7x0JhS+t92nLa7kGIM5WWxNFJ7g6pQZ63TZVSqTQazcTHnAM96PxiK7ctofe7+toLQzxes3SB+m8hk8Ac81IdAYSUeKsYFzoTMOL7ityJ2nWsktS1ah7asg/G7UISjGQ+C7IqwqfQDAEvUK6bVRK7KVJddZ3QYYK0Mc0Qe7+7DRkhrp3abWi2gkRnbMCRIvWB0gkMAbH+3VU7Cls9Y3IwO1aOmEgqw2lYEbGbd+N61QZUtd/E4hKLL7iLgNQP+lQjHT3kbtQHrmWRT0dPGsw1gabt6qj1ymFL/d9EqnbVXyIJsx9If8koWhNBPaNs14MLrQYJpGWUYjUpatpNLg58QbIxIaG8glyRbIlNJzIUGc029HPK4lV1BGnpNFTBUYUDeXIQRwmH+cFkIwvSfad/BhknkSW9dzPSNVtqQXc1SUbBYKkEhgnjlWLUSoBWj2jBxYSfBJEi9rLFM3rB0+6UkttTPVSFtvekhSsOFblzhbuEPnccRxe5u04SPm/DJuOZWU2CWS+SAdlEHIiURUxxJGRFEXZVbMtcR0nKkfYc8AQwVUenislWs0TK7fMwlNeMcUmz1VXGd7zoczqk/I+J1PYZpHzp+zVQ2TrqMsmdRgF2YFUlpGT07w6UgTXnMMmqDKBRdUBWq0MeBnwnUfm5jvaJ1/awZqCIvcp3T6S8bozaxDHCXQlBKw2ThtzW2RtHAhMBzIzYOG6b9xg5troi97VybpXEUUDulFjg3S7NjSRwZLYHUWmVSDQH0BjaUhKkr1WZMa+E2J43SQlKSnbGFTHXdWbFXgIbm/QKUTIozUAzOtyixORqYjesI3WSMYLyqS8LhiWtM44uZociiqCFQWr6dsCkohDIH5sslZsscZJlc9RBBNRdFeVtauQGUhlN54ZI7DZMHn3uQ4gwRYPUDZL7CJHkCzLE3pWEM1Q1xImgENe01fdwTerz/jCi5G5tTY2Pb17hZKn11LPN4m6DLFWeDVeTkk16lWbly9KvZ6GHBT/23xXAuB3ybnRV3RCpSMq4ohUnro4Fm6byZ1vGKZvgjTqiKMGZfm405y/ApirE0rpUaWZrQ5g+huBBnUQRtdS4NePcGMz9cmmk5xVm7BoJGtD2MF0Mx3GqGQcErcMXOYZO6I2uKL5LJD1vhEDnLhlQzhKWjajrHGClquk4RH+WVqk6bsJ5zI82yZ2SogB5FXBMkEsrp2ZiN3CofIJdH+AB82B0v1Gxw3qp1UwWvr7UH1oHyGRZ8QtIyw5pF7W8iFPKn0iZ7WC1sDbnMXKyKhjjeEsTO4BKPS/S95Khkt5Jj33ZUjuFNqO5VrGRSLxoRhFkCQOzTaucIBAXcCkS5JR7fWiXXO2Om/taSAUGFSH42CfeQVuel9h+qhfhwvOxW7tS941r9qLzdwmM5ogQmlBceztkgaELawSDVYmXARACoIwcNFUg3moVxbB0p9oThYtI+roZxkXNAXKTGBFQOP++UQUFrYUtqNwPjDdPIKtz0zOwMxLC7Kpk4oHjQEmHYTNHwJFKuDG2mVGE2S3ONtuTz5lndkgJWP14yjhaCCySSZWgxrLQqo8wZy7Euf2d9nPNs7DU6pQKYjvS93VSen2gb7Xf6JB7vEKZLYkVImwPalOkoRWUz9mchtSBH8TKD77ymq0o5ykzDDCUXj0yGQmpOyELqIniimQbnQfjjtmr8XHEa6+ozREEs+q/UCoyMMPNeGsNom+PPb9EQnQm6M24hUZaWu+m3osiRfCiNnibqgbrvmtk5NgBkud2hQ76KTGfjStlmQIwRr4RpKM/U/cTQu+YRPs55llMyc0qqonZN8gy2A6I0SF3o183xJ5lqJLaHbDZGixDoNGdRqzUM8LSmQ1gwEjdxPopAKpysFi3jTQpRbotrF3osnR4xg/ZoSQhXbfm9xyIbPmAz1N2wiphIgxN/3VEJQ8Akx7C6FVtdzciRSBBqI221N1wa3aygVD690HdU6uA6aswUqkrmkH+fLUJPihoCzL69ayI3V6IbViUcEHcx6KTA2JvPKntIZbRc1CQTewFd8EFMTrkbransb4p9ZSsVQuNAbf1tmU6fmn6ekS9Q8EL38e6XxFUTuysdg2hbPeqkSYVA7XbiIze0nH0YldEfdOF3M321fjEH43EbhbGrICUQd4XkVXEJAXTb5AAaRVNHBDUhbQZOsjJSXK7LBTBx8KTLkLTMBkwu4G0Tzp6z287qrXfZ7QXlIh7E7upcWo1d+A5axtsqwgGTGF0yN31siNO47B0nYN8EBdFW5pNjzUZqSAnl5SKpgoYz5BeIGj1RhX3NAsWdOKljGMkqwPMQCboiF9LPVAERuee1QbWXkxhNCRD9RBgFkVoYu+Wi3wQ4jSuvembM5I0AtKUOiRL/96DtI0PvKgPhSwKwU4j0QjUT5HcKOaRzMKUN88dkdRRHXTxMlKzIxKXYFsoN82OJfZ0gwe5v0Cl2SkzMBrknlW6znb6b7aUb+8gahiDbotDTPBVGUoyJL75QMjdiclMHqOGadP7lkCsc7euC6h+NB4RRwvs8RZE+cY2g0EmZFriNJ5LMlDjz95JmghLKfVi2oPgQ+2NVKv1p7IYBIbYA73DbvXx/gma4NEpFJgAKKDYgtHzXiKphxuESQUse9dtdOxZ7ey3a22PmCG+n9Eg9zRsHVezqYwxVVyziAQpQyCcA5wxdA0DL3TPEscO+o5jHScX9OjQBF/zinu8pBEPTm6Xcho9ygqOGuzxFhTMH17J2m/dJ2zq9BjWIpOOk4i0Sk30UNEEOpWw7w1VMmyDERgaweCJ34RQzBRCe6ZAJwnU0aBVgBxN7JSoycwzxDmhImTmxB+E2E1A1DwYvkeT3AGtX28qQ9wgMG5sZchGRgAagFMfYBJr1UdRDPqiGVq/XuCecdIxRxGaQyidLdNcI242J+6pRxGvxzCJv8pW6OoHEuo9OTq5StBUMRcdx3HnDsLYLnqpXVp63vhetSUP8xCGKtq0qEG0F4z/O1PFjg6kckvZvuQGvqf4pmWM/7k6OfT1/h0XPYuzVIjRI3ep/XarCHSJt1VlT2Ol9yQHJDJy2RS6CIovKAPp21OGv14whlOTjc9kY3RNLdCCbTGqBdJqgyBIMloeTWCp/MjL5g8f5J2ZvCrCVcSetaOUnBPYwwnxiAwblQ3zPmoYjpuvwVxTe7BVuKrHrtFVlWw0XimuTtCWuiaR5X8PdB0MMbcXnSukid2aX/NA8KNF7lGkdOvBoEWiWW2tB8mnzACCBtgnEDJW+SIXKKWW6WcB0cRe9DkFEmK3R5eENtiVVM8YYg+NvvIog7Tyr5cdJ4OQjTF8hnPtOceBRNccRPlRmywT1VE3gjf6bwJQq1L6RSK4NFpKYh9GmuYq1RbCSWJZsq4bGW8YvZPlbmkR9Pwp0jzj5jhf6jELo0PuYahX/0GI3eidta5soPFmrtUEuwRCDykp6/SiA770usGJq1kRYiek/NcpaaNBxABKELyRdIpUihpFhJGS2PvJRmn6p68FWYKNRwwxQAIU9zknqphe7zX2KKHuahdjIKZA+cBXQTBG1dnUbo6jnn+fNLGnYwViI7ps16+TdjTIs9MV0cq0+a8PX7+ehb7JnYhOBfBf1kebAfwlgCUAXgNgj/78rcz85a4XY1aG00FqnNqeGlWSjYyAqAV2aqAyagvVqN6HmO1d0cvaofCF9OtIok17RdXJCLFbZrfjTAmxiEqr6hcccUbMEqmO0+hrnjJYSmWwlzrnt4SWwq3JXyZKk6W6hiGSPJjkesIZPAeNWVSaFRhOhw7SxJ4RFGkb0Vm2G05Jj2vXAYIMe91RQOzAAOTOzHcDOBcAiMgBsB3A5wC8EsC7mPkfi19MJgag/hqjfsuChFcWUagHh1dQL208HQpevzCx63/KeHS4pPXrBRYQhuWRgexByTJJZSCPMmaP89sMmLai7GRlBrfVOLXGKCOJHu4HUgLQi3I3tYvxlR+E3G1ib3SJOB0JaGKPC6DkEHte8WlD8I7TqXLsNpfswKQFTgVRlVrmMgBbmPlB6ld33G9EXRuxDysKkpX0TqQNrEBXpoyNqUXVMj2eO35GPbmKELspx+ZT8XaYe0nWRMFoe05D7IGu5bnQIe6FoRdaU3h7UFIqo7s2xB61FLEPw5VIRoCkxMg7jPdiApNa2od9lHkd0MSeMVfTqpiu1yAdGSzahcY80jbEnlf+c55Rlej1UgBXW3+/gYhuJaIPEdHSrBOI6EoiuoGIbuDGEfWhIfluP7FUbP0to+GHtzMDYQscdZNYdJtMe4p6r3RVgRj9ulQeHb0y5xFUaHbdBybHlHuXW3KwGVc903zT15G1FS+TrGmhwPE/2k2zAmIHij237jPmCIgaSmofJiNGljoy7xn7iVq1A5PmmkcBsZPSr7vGvpAlsZfkiyKCDJHyOBsRYgcqIHci8gH8EoBP64/eB+BEKJXNDgD/lHUeM1/FzBcy84VUnzQf6q0SJ77pJitf6jNmpcPkKAJHUgvLHP8UWijKTnSWQBQog1jHuYaEg/JpbfPGgr14BantfNY1HFIFJCZ8YKyWhK+bKlZlJrfJS2N2IY0m0LS8SkYt+2AacRAQtO9yhVJzT/UWq26TARDM9ZYQqwCzyrppR9raIJSb7fYcabSAmUZ5d9F5h1C5oZx08RKbS0o6bJgxXvOSMZ9+/0S6SP38e8R0QxVqmWcD+Bkz7wIA8xsAiOgDAK4pdJWIkYQUc/KLofS79qAy0nE3jwKi5Pz4M/RpDLPvHekqTmgfRAxN6mWLPHchSYZONVuAHIhUYZOan5PxMf6n+OBm6PqmqV1IbHQdnYGcCcm6TuwCePNETbXQzzcbhi1Lak2hrOTODMw0j47ANHIUsefOJeMy3MeDmCySnts5F02NU3PcCKEKcr8ClkqGiNYy8w7954sA3N7zCrGOGr3JV0vrHS8p/SdznFgvFy76y7/BEhw2QUQAuerezUZ/xty8BSfSvs5FiJjQTuy5+kCohbJIM01B4yDUln8k182TYEYFRj/crNhzyuSuzyVJBiDBsqGJfQFgdo9uugANlbAV6B309NzCLIyloNUwIodgjbQ+sJ1Fzx/PVb+NN4xTVZBV9RiI3IloAsAzALzW+vjviehcqGG2NfVdPlK2u87vtTomi9j7RciDEXzQBAnu363OJO5KP3gQJrVJi1zDc3Q5woq2hXGxCL0Nl7pqveBEj5nWZ44KzKIYFrR5FAUBbZVy0mBW6rqwqQ2nCwgTWOZYqrgy4yKIlBpm5IldoK3ITpZHTBXEbmD83710MY8RnAcYkNyZeQbA8tRnvzlQi7JvlOjjK70uNMEb178S5zFrD4iWzgFfkuxcoQyf6ayKkSweMWkKFphUvT0HWS+vHCQ+4Ok2hDbBYzQl91CWWxiLIk4N67R/ZsASHIWWR8wIwLhIAkliuF7jQ0qgqXPEjDqxk9avU8biZfNFleNACJVt0/MQ1yoYYX3V6ESoZsF4OzCGFwVpCLWoMcQMHE2ALBlwAHJ0kY+eVnUkxG7K2NmPZmwFvWAKFpiAIzOYu+pVOf/azIl+P8pZXKTupypKzFUF084oUga/aIjEnimxR8qDKgrmx3BaBnGaYEJHLpy2KGU9B5oVFMMZOsgKEMqYs20ZHSscB44AanVF7I6T8NEIE/zokns86Hj4UXDGfxyicxK0tYkTf3q7CIU0PvCmO3OuERM7JQTZ4dWgt37d1Dym0rtt1GSpDc85pMv6OdMeN/H21YrazOvuuMjHiEjtpu2hUcXkBKT0C1MhJ1PdpcYCy0BL7KMo6bIVqGOBrMo/RlAJrOCurDmQdmhYKFAvYh/AcJoHx1ESu2/ZtIQAoO1t0Yjs1lIYTXI3vt2GkOYDkSGuHMm3jdhTEY46SIXJJBnLOJ+g1D9eyjjZdowmTVONJuvZHaHVI6lrGGkF6EwravrTuJmmYcLTs8rJdRxrHdNv4FmViKT26KmYXOOET+nFUj+8tCT2bi6qC420eoJIq5f0M0Wa2E3VLidv/CMRuOxBwqlj7A8IKriK2CLbAeazyeqY3jWmA5OqpAwhlKNCLVV83BC867bPvRHC6JF7TETzILGnYST49ACPdeGhNtBknMuR8oF3MpKMEZS07oliUq8jADjaW4bbP/edHMmKkz4zNgToKFPzXHGQi/6HodSyQclQ8rxFYiFQNMdOGdhqmBSJqKeWynAaDSnitGrY9irjRWMk9jnj6qhtKd12ncj5nnP/SOxT5jc4uUQcVGQfbGxX9iJBytWxW4CQjNQcZEZlsZlmvnk5rqW2yu4YuReARHf/9WHCGFghEwI1xN4qsPWWAQDSBG8RuSd0GoAS6gzH0YmlLKOY5/QYt8Ye0NJ/C/UsNnEbYjdBSv2UQgOUxBd10UXPFzxHG38rGjBODokYYmepA5NGcyueCYKy0dgeTi0dcVpF31HuH90XDEDPr8wv9G/jcmhHiUbWzt6oYSrUfRvVqK/dHmXQ3RPNEQB8FecyQhgtco913wsLChms8w3F+TSKbr2lesHs+iDHUcV83T4lCZPNEdA6xoKDN56sUfbnEorU+9VRE/S70lLYPBT6yW4HqXvXPGUIHBSulx2cFW/7I6A1O9pqmCy4riopZ6JYA1bEPiq7r0zOpITURVrVadLx6h0BaXtZVq3TshCk+8tJ5htHSmAyfZgeH3GKYHek6hqMDrkPw9VxEITalawfyZYDxBGjzgBSrecmeaWDiqTTiJUqo9+qObYbpCUILhhIq7ukq1M09HkNt1v+EFbSWzhAkfaFAJEiR1fXUpUSmG2o4K6F3nH1Ql4pPAPbFZG0hMFAzjagAEg7O1iBSW22BaV2hfGKy2zzaBlYR4PcY4PECAw27UpFpgo9qQFWeEoT6dzpEhwFIKfWRyNIE7tR42gdZCtlzCqDiLUqRWodZ599TZQt3S4kiJRuFIzSNTwdJ0mslnWeDNVuTI56itsU7ELMgHr/c02Vqtc+ZoReowKpxSirFF6sUkwl/jLHOE5/xVcAReqe28VbjnXUMeUsOrYzRIaH0gJgNMgdSGwp8wXjbSKRbE+NK1Vo+SxzBOXIXuSaxkURAPQWGKQs7UVBFrGbv5l1oQX0t+2LOHHdHJSfYm8B62cUYPqNUSwIjEgnVNME2KGi0NJ6FABcYZTjfMDVxB7r1yOg1WgfO5EpzDJCOfmJVF6czIhTaP18hEzjpVmcnYz8L13vCTVu3FQgYOb71mOCkLhj2tcx/3E9zSELS/CjQe7z7TftWvcUpHOkS50xLp01ThtYey0+DlkuikoXSEbHaVymekm7Qrs52sQe/+bEyFrGmGfUMFXpV41axv57FGDn/gDy648CalK6TjKhOyB1UFJQraFu6CAtsetwa8lKvSgZnQWyOZF+RyFugYQm9h4Rp928UggAa+GqiPdKHrF3gymoDmRL+WYcOi6AQWtBD4YRIXfowJ15mEQC7UUNCIlXSgexa7BMJIOsARCnAdDXiw1w+txWq0swjGmX8YbJ8aoxBC+EGsC9jHomVXLISb9WMYHjpGGjJrojMbCyjhPICqGPF1Anef92mlxmZTORrWoMdPMF479uSFyyktiDyFJbpdAW1bxQBE+J/3ossafaGEvsvYjSmiNAj4VA22pcp1Ng6QXWxVGM0Tfr2sKxXEAXhuBHg9wBXfEkQqGMhYOgTV/MKn2AjEC9Bo+xkqet5a6eVLGrWcYCJSPlJuVr9UzbQKJE6s8LILGPNVvCvNJssV5Sq2IifV5VsPOUjJLe3YC0YcwY2GzvK6Nfd/IWWb3tli30b5hbABhiN4ZACeXhZfLvd/PWMmO+qqRzpaCJnboQu3F1LCoBx2pMbUDOmiNxjYOCOXeyYC8ceaot0jt5U4dinjE65E4CcLTOe9j9YEe0haGOOO0+mZWAZxG70Vd6BYvgBoHWm3vtC4SjJfqexG4aoicEOznqGU3ssSqm4gk7iPfPfMGQnQfERaSNaszJeVdsE/vCG8MKg0Q7sQN6tyiVAFDE+G1y0PB8EjwhLl6dJf3GEeGyvOTbRvCpeW0EqUELhRvDLgBVWzmj32zSX4AU0KND7oCSgkFKlTAsgje5M5iBIACFYbJ96oGY4E2q3q7W9Qw0G/pcNyHpXCmyW0NIEVXA7aoDhtaxV5w0KX3v+Gc4t6gEJhUyWPWT73VKafYiHzVVjpijCemc4gaOAGpaLVBU3TKvEjwl0npa6m3ziBkgR0ycZgEJCbtGYq+K9iwvvyzvHqA9h888B76NFrkD2q9bSx1V85Mu4KH8vJsw5fiozLaJoIjD77NAdKMJjDmJPy0N8JyupxZCkzsklErPWjTYqSyMm2esbh9ldodqX70G1NCpf48DuiKg1VR69qMFRjDIIkeDuock4rqIoRBahUX5uY8qAenC1Wk/e8tOVbYUXjcYd0+Xkl1ypTAeNJaePYvgyVW8M4/699Ejd0Ky9e830KYLWEagVkP/Ufz6DGhdnR4gEVt+6CUgAJAm4EFJmKAIvtkCmjLbgFgVBICpuuVhMurEDq1j14md2EouZnKcRAEQNBfM4NUfjOG0gIRdd3V8Q4nLRzq2AxkkNTAcTeyic/gYib2Q4bQEBFSqXoJ+z0MSfIwPfO7iQcobKGgOrw0pjB65A8MheJa6Uk6fwSiOUaGY6/VxDU/nqzCJp+An27l+EUXDHbSA2spO1tvTDIwywRv9utCJ0wiq35uBTq5mEn8tQI3TQUDoHrWZhTFfnTjTLP6oUZRkJq2K4MmFKq6R8V2cqjes1tzhCq2O0zeVGGKCLyPBm7rKGQ9KBLg1pQKcBwPriJK79joZlOAJKr15FKlKObI9i1+hYUvQRGG3rejJ1jVqbmI0JahBFmpVgOjzNQQ6ihastp1G514VCCpvy1hNE6Vsf+5R43ZDfo7J9222+lrV4HlAY04n/jqa/NeR2GoMipCuUd94HgABHJkrdi+TMbISgie01ThN2wDilMQV66NdR41dG2axH1rhH2mlKEj1WWzkJWWAzUsyZoakTpfT8XkJjCa5A+0EL7nPFV0ZPBSxR/FHxdsAbTQVnScWEVyNXtq33BztiSJDIESi6ikCo1IIAysIBVplBEVkVUgFjlDb+rrWj9oYRWOqMTKbkPusRYgiQERQiaaGTOx5xSRgbq3/X8Tm4li69X6IVpASLqQPzBY0GtsE3zfS/usZ/cERKo0nMMKYlxPlaiJ3hyXBcwREpHcpOQRPWj2V9qCxid3+3ScKMQoRfYiIdhPR7dZny4joG0R0r/69VH9ORPSvRHQfEd1KROf33TozSd0MHV0vxG6OfZY/i8liAAOM8djoVuNURiUq+RhiD9tza5j2GpvAIJIWQbV5zFPEnusjPUIET6TzkWTlYAfibIiyBQi2gsWGBDsoRzgg/RNLsI7+cV2Qq37HgVXxj0jUCq7brmc3AXWRVMnSWiEQhOAgBIchONI/LMF2ZSJPk14crKXHUx7ShT7KgKw+yHon0qhhqtSva0cHL8cmYVSJQiC3KE8V4EjtRLJsOaYvzHiIz9E/FXZHUcn9IwDeA+Bj1mdvAfAtZn4nEb1F//1mAM8GcLL+eRyA9+nffYLUhHSpuItkTOx9GmfSvudmxU23K7fJOgTasYg9v7FaXSTUds3cr+Mw1ml2M4g9vi9pvbjoHn7fDZ6rJHbfUiNl3YeAkWB3o65wciQ1078mlYAJYJHDcBlVxEHpvCPm27QThZR4093fxLtOezoiUPvYjj2TdPQoYEn+DDa5+/XiRUYdJyzVGetc9xTqa7BaMJras4qAX955CzbNHehoKwP45xOfqjzKHCSklPXeKfVHXAovKy8+1PzkKJv8+oWJPHYz7tnWPN3PQgwxvbh2kYwj4TPmkdCBdubYHutsPyhE7sx8LRFtSn38AgCX6v9/FMB3ocj9BQA+xswM4MdEtISI1jLzjr5aSFCqBgftSb4yj9MDPgx1+tf2Y8eiFp6+977486+vOBmttL7bDBJLYr9s9z0YC5vt9zKFovPaIqiE1K8nhJsTDAEkklqUn8Rqx9hi3LjseEXKZXPjG4m95uGUuT04Ze8ufV+yVD3GF1ovWmWk3yIk2peh2/h5d7blsF/HtWtPVjsjm0hMjAJDjZMKcMLMPpx1eGc2oeXAZYm/uu0abJlciUATwC1LN2LbxDJLuEhdS0vSZx5+BJsP7wHswiuAInfDEnHgVkpCbLR0KmvGm+7/Fs450jk1GcB9Y8vxlZWno+V41s4B7W2yhzjpcUyO+sIsrro/Lt9+CzxpEn/lsFk/fEukHR7KZLk0u5KcG8aqs3Jj8svrz4EkbZ+KCT5n1y6sXdQQAucG0bmvtgh7J4DV+v/rAWyzjntYf9Y2gojoSgBXAgCNL+1+Jy10wCXVB2mh1LyIuBhBp0Q2EbZwycGt+OTNn4g/e+aFr8JBbyw5yEyoZjspv/+mT2Ftc7p7G0cA3159Kt54wa/h/skVyfa7iABvbAvjPjY0D+F37/4Ofvuea4fd3KHj3sWr8bKnv7ZjAj84tRwzbl330eAupGsbh/GqB36MN93z3b7O/38/+nD8/78+67n4yElPwO6JjDmh1STHTe/FG+/+Nn79wev7bHFvEICP3/QxPPP81+LGRRvQ9Grd/cQd43evJ6vpc6F2sacf2o4P/+g/sChoDK3No4AnPfPNuH3JegTCBRBZhtGcRd8QvES1OxkAxAWlJS25X8PMZ+m/DzLzEuv7A8y8lIiuAfBOZv6B/vxbAN7MzDfkXdtZfhyPPfdPtaGrB0IG27VFbSNV0MqUxPwoxDP23YtP3fTxQs96NOOORWvxjMveiEPemBowJr+ISlOpDmLoxEcadQcY9zEVNfGBH3wYz9t2y/w3fB5xxdOvxNc2nqV2bWEENNMFtjMkthwV9WQU4J9u/hx+o0Kiff8pl+Kvzn0BZrx6u5ASRVjUnMF//vBDeNrueyq7Xy9cctHv47apdVoFlpVuQ6u6hKt2eTYcwlJuYuvn3gjnaPJOGgAXP+utuGvRWoRxWgXLvz+tYjP/jyKlccjh4/fd+DH85oM/6vicgBuZ+cKscwaxKuwiorUAoH/v1p9vB7DROm6D/qwaCAK5KYOYlCryM2eL/fLtN/5CEDsAnHF4B2790v9OdLZ+jjFa7xYx7gETytXxK1/7Zzz3UU7sAHD1N6/Cq+76geoW4zLXjxGaHPz3dR+slNgB4Mp7vosP/vDDbTp2lf9I4rvf+ud5JXYAEHHK3QxVn3E8cExdSk5+mDHZmMO2z/3BLwyxA8CPv/oOPH7PfSrlNwAlwQcpQ7YFkyqhsrQICoOQ+xcBvFz//+UAvmB9/lvaa+ZiAIf61rfnQSAJKIpCoNkcYnDCUQ6H2oOv4s8BTPiK3PV3T3zeW/H54/t3bjqa8A8/+hT+6YefVH+4QnkGlQE55QOKCuJfT386Xvrk16k/pNSBagtHjj+4/t/wwt23t7cH0D70fmLM7mgi46jKrlkhvvSdf8Ertvwg+YAjmPrKuXCqSGiWoKgr5NUAfgTgVCJ6mIheDeCdAJ5BRPcCeLr+GwC+DOB+APcB+ACA362stUmL9JyKdB6KXxypoDSIAI8Sd1KC8rufqCmvGNsLggiveeIr8U9nXb7AjR4+Yko25Ow5yhe8F1cTwdT3HJ6vkL5yBrE/8el/jG+tPrWyOz30gY/iph//DH/3rqtx0Yv+Gq/+1bfltMaaYyYXk+0AkF7kJKNyH/ajCGaqxWAo205ehHycJdatTIIv6i1zRc5Xl2UcywBeP0ijekIqUidIsKvzvAyR4C9/3MvxF29+GZb6jM9ddwc+f9N2NB3PKtEW4fVPPhm/dPFp+MR3b8ZXb3sEu2fV9nWy5uD3nnk2nnnOcfjDf/8f/PwgI7Caush3cMnm5fjTX3sSvvid6/HPX7oLrHNvbFw2htc+9wKcvHoK//29W/Hft+6DHVDEMsTVP/wwzjrcY2NkvAnMb9/LzYvTcH28+6xn4qMnPxFnHNyOT37n/R3HvOrJr8YNq08q4SucbEWJgNOXenjPq5+GH9xyF6760cN4+HCgrpXlbmp8vEEASzz5hCV47eOPBwngdR//KQ5LT6US0MVWXnPpmXjyiStw10O7cO0Xr8V7v/wfPZsWqxN8L3GRzFIjkIiDU7oR+4zj45Jn/kl+/+iF1EOAG655R+e1WObmWJl1a3jtY1+Gv7z9S/itrT/p+mg73vJnmL3sMvz03p14xxduBXnt5R45CvBnG87AyRMTaI2NY7Y2gYbTQ7okJMbT+DP7CWzvj/Jz8sqX/x/879c9Cz+6+R588ocP4a6dDUAI1OsOLjhhCd7920/B//3Md/Dhm6fRiggm9YZgidPXTuJtLzkXnsP45X+9FqEznnkP3wFOWeHjXa98Im6+63782efvRQtarcTay4WVV5LrEF7+xE14xdPOxNs/8nVc93ATM1bsUc0hnOk38ZH/fkf2A1laKgBJZsisXZ9xuTb5kPJcngtidCNU04jVV6GVTwUgR4B9qECOksbm37jgCkx7Yxj3BJ7z2BPwpDPX455te/CeL90Kcvz4uBsWr8HsxuMxXpPYc+8B3L8kRNOWWlhi/+p1CE44Afvu2I0HF7Www1GDfNGYi8PrNiA64QQ8sngF7o8YgWV0WlJzsHn5KsjNm3Hojm3YMrE7dqfjqTFMr9uI5vrF2LNiN+6fbJ9UHIVoFslNY9wcTQRnj2iJA7VJHKhNYnErO1z9kfEl2LJolfLnLgLLEkkAppZ6iDZvxuHd03hoSQtbESb+x3GbjYRsBe5EIU5ZsQLN448HiLF10f04GFI8YTgMsH/NejSOW4PDgYsfrT0ZL3jW70FIic9+/b09JG1SBmfP0RJz6mvhgMhNCLuLmkQS4f6plch3gVOLrJ+XYtgED+Vg59hi/POpl+G/N5wLAFjZPIIPXt9pU+JVqxGdsBmHjri4f/IRkD/W/n3YxJyj1VGOUDuXvDQAdopqY1SNolR8gYxJsV+n7dd95xNY/H9eiSO7Z/Hwkibun50DXBdjYx7WrVwKPvFE7F91J+6frKEVIr4PscTU0sVoHr8JcCS2jC9D5E8hKweS7wDjS2uITtiMmekADyw6hCbrd8syWVw5gusQ9q9eD7l5M3YtW40HDs3hSID4mnWXsMTPSevAZBG7bSOM8qN2DcE72pNrAKH16CB3M5GiqI3Y4xQFrgDYUZ4hJXDt8s3YV5vC4rrAqWeeg/OfcDIeueshfOsnMyDLRZID6+WRaHcJG0QXGidMKlKgZIAoB9fRkY5avx5Jna+nv+v1bqrEhEvwXYJIDV4CsGTMBfUINCHXwZIxB8IqDlKDg/WLa5gcq2HHnn2QYQDI/N3DEa+Gb60/HaJMIJsgrfc0xkPSi212YFJm8wEsH0+OZwDNQKIRMSJDkl0e/ym77sHf3/SZnvcxnm5TdgyGhamJMRwB4/CRmQ4ScUhiou6g5grUazUsXjSB5UvGMJUnLcY+83ZQHidEZUh9QHe+8x+6A/Iv/xw496nJPeMUIPGDa+k6tXi2DUzjZ+5qL7GCSjQiqLQJJeNE8pD2HlIfKoHExNhkCgBCSfcDFGcffXK3iT3LVYgIBAa7jq4ZmhXym33p39h2I2a8Om7YcGpyrayOJusieks9MFgPnhB6+9XjBTKDpSwfNe26yhvE81IeRqLTXtH2WJQ7qOLDzPep/lhWIzzjjLVYu3QCntuubiEC1kx4kGGAA9OzCCNOLkgAIECug+XjDn79ccej5iW7g5ognL1+GSbqNTy0Yy84CPDqeyzVhIxwofcgVt26CKfvOYQr7tiOg5EoR+6Arilg/JR1UE6JxdxzBV512ZlxvzCAR/ZN46YH9+HevbMIu/QtAJx38GGcd/Dhcm3OwMzMDO7YuhO3bN1rGT3Von7+8Utw/gkrcNLaJVi+ZALnnbIB5PpYFTUQzbwSzoc/3Haty/bfiwcXrcZNS45D21iNdxkZXiAAAnLwf49/PF794A8L2yjEhz+MUy8/iOXLLwLcldmLYRG+k1IFdXHB9CX2eC6ww+19vW5tM0bpDIKP9e8mVqU/9cxok7sJr5bdfUBBBBIM9jXBxy8JOlI0+82+486vAgD+RT4di+bOQ73mY9HUBFYtGcfuI1rtY9yUqrSexcQulYTQkzC0RGQyzhVdXDwHqNU6C4sIvbWOdIlBI9hQG8vmSy7McCEx4TvwHIFDjbBtTT179QR+52mnYdVUDUEQIsog17sf2IbbHtyHmZauZGO2z44Dcl0srxF+7dx1qHtOvEHzPAdTE+NoBSFmDx3BE7bfg3+57ur2C2tX4BMAPLFH96ybOYiz923Dbcs3tn9BUNIiuUo9U1Jw8hyBKx5/AgBACIEli6bwyL7D+NC3f45HDj+IQ1obw0TYfe5jseqWGyy3uWqwZ9Nm/HDnQXx+9l5c98ARkFsDpFSPIiO89PEn4ZnnHQ9ixvT0Eaxe5OPyczcAIGw94804MUXur9z2Y2wfX6bJPYUu0nrT8fDGs38VJ83swRP2bYFXULJ/3Nc+h/WXLAFOXFX4mTvbpedWgeniCmDxmIsglJgJpEoHERP8kBBXcTICTIaKxnEfhZK7IfbISo3bDSaviu8o/TtDl9XSP13wB7d/E807T0PrORfjtE3r8cxzN+I/v3+/WlVdAUqHlA9K9KHUxas5yV7XCzpLH4tQJZvqCj1gxupKcm/bunJiys/yW2brP3n9HoRY7kict34Cy6bq+ObPd2JPU8Z684tOWoMVi8bwk5/dhlu3bMeRhiV5aKF12/4juGGfwCGuJTp1R22/JQO7ZiN88Gs/gxPMwEiFk+M+zj/tBFxy0kZcSnP4na//e7G+y8HzHroVk0ETz3vOG9u/MG1xSFXPCaJSc7wVhHjff31D24NdPPOSc3DqpnXYsGwMEy7jUFO9D+m4+M67P4hffvWL4Wx9QBVprwDTy5bjmt/6HXx6bgo33zuNw1zTOYcCnbArwpPO2YyZw/vx7Z/8HNv2HFQ7KAAgoB4E+NtKWqJBhOdd8gb88Ht/h8UZEaoOJDbMHcw7ebB7S5mdxqENjFUTApedvhyP7J/Bz7YdwYGWPmVI7q5J+yIthOZFsFL5VB8ao0PuseFDDzKTctQa8GZ+5T8m6RSlWhR1ABAjJIGGcFHvUsOw9t73gLZtg/fOf8D6CX0331EFNuzgqE77TGEwoLP4FdGxZ5zMDARNsNlN5IEATI13ZsaLF0ypFkBznZKkwlGE89YvxqsvPR1Lpsaw5aFd2HM42Vl5BMgowvUPHMBnb9qPnbMmARsSFZfQdgsK9QIkEvc5EA5KwofunEW8GoRNcHgYzz/i4uwH7sHpv/3yUm3OQkCi3SAdZ+vT+nJhvewSBB9I4AM3zQCCwAJYtu4g1q9eAWbWXWQJLhGjccutcE8/Hf62hyAGlBR5bAyf/It34H13t3D/EUYoTBUi1hGkasF2XQe7Ds/iy3cdxPUPTqMpjQqJMR40qyV3jcc/5c2Zn68JpnHfV/98CHcsCAYuPWUFfu955+GHP38Quw7fiwN7wnisFnYc6PfmRoJPFzM3YyXivrRDQ8x7WQLCUaWwahOANw4IP9Fz6ug3dpz81a3tWgRM1lTKWh288+ETLsKLH/+KntPG/+IXMPv4p+A/vn03aKwG8oxRrKKVO4r6I/Y0epaGo8SjwSBOqhYArRZU4Q3Srn05w6BLO4VQsQZSRojC7EWTTIbEOOmUgBpyZO0aCHFd22YANAKV2GquaeW1bgAkQY6D5V/8PE6qgNgB4MOnPREvedYbkkXHeOjY48wRapH3MyZ4t+2y5wE1H2S8qsg6J2K1uIZqUd2zZw9e+7I/xN1rNrZ5zvXz09y5Ez+YrmFnq4bQrnxk746M+cgsZo4OyBIOyPFAtWwXwqHACHELDEfLlVEUQkYFk8lVpbFhbWCV6WA1VvPhcKOvBHcjJLnrpjBrK7jTVigglunjh7d01bH7Famq7/prtII47e/3V52Kcy//E9zytb/v2owQhIPwlOqj6u1YVb74zKqoc5lgh1CnQU5H8hKp2o5he+mvFz98Mz70k49W094sEAFeLb+PmYG5I2qEVri+dm0P5fQnkXaRZFWAXOPWL/1vnDCzL/uceOzaxkeoa4TaQ4rMx4TdgY+nPuWNaFhzeNwXuPTEpfjQW34Zf//R/8F7vrsdLUmJkS3Su4mI4AjG6y8/GW92XFDNB5wou4KZybOeBcdV7yRdRGKYEKR2x8NClcJZFqqq+8KsbGCEZBwemQPmWsnKXRKFE4cNE87KE3jsxX8NhC0tzXVpk/GhtdtNlLiwmfcolZcGhwEQShADgiWWtWbj0278n/+N5a2ZtssHJFSmyFRgxuLxGghAIwjRDGRHC8d9B3XfxVwzQDOUMY8TARM1FzXXweGZBoKM1By+IzA5VkOj1cKM5c7pCMJ4zYMjCI1WgEbHycCS1lyHkWpfbRLHv/p9yQctYzjN0K9H+jmljp6DxB/e9U38rzu/gUVhdga/g94YyPe0sZMw02i1GVTHay7qntPRF52gtl8dyDCG1cMg0/Xvwpf8BfbWp9o+O/3AI/jKl9+dd3NcdfqT8aYnXIHYzbHbYm5yqzRaQMi484t/gXWzBzNzpkgA++qT+jzVHzVXoBVKzLXCtv6YGvPgCYHpuSbC1KaOAHgOYdF4HbONJmbt958xb8d8BxN1H9NzLbQizp9FzFg6WYOMJGZbIUL7WCIQM1Y0j3Sc9n9OfQ7eecqzUJnIqv3m17QO475r/rTj62m3job2w1frK2HRmI/ZRqu9LzRcITA1pojxwIyJIeh8pyqWT10rDENMN0LUPAdjvosgjDAXRPGmEgDGPQdjNRdHZpsd/UoAXGIsacx03Of3z/91fOjEJ1mfaHUcrIt3jDm9m55pqp2svtn7fv4J/OaOn3Y+S5fEYSMiuStdcqnCGnbYs+PoiEuLLPQ2VBkfIyCUkOS0EQBnTGaPJVa2Ol8UmuozD8BU57eA5ptJ/dMGzZFLuj3P7DTGAXRsiPW5uffNg5n8raBHbhLTZ8qv9u03fwZXbP1JLrEDwJJA1yHV8NMHdOuLIWF/bRJ7x9p76MDsRPeTiIoRu4EglYNmpoUVzSO5ybAEgJUNixx1f7jIeL/6uyXd7js7jQkAPZ4GaAE4AizqdRwAaPLueHfdYISoKnagmtjPmN6BD//kQ5mHTIUNTKXH4Qy694UeliuLtGFWmeVqQNs7Gksf1wAwXbBfc2ETu/4baJ+XrHd1szMA53jQlMBo6Nx7ROTlwhTWMNbkOBWp1SGm9FxeVaFHGR6aXI7XP/W3tVoq6kHsFojw9ls+h1958AasaYx+7noDBvDKS1+JQ37HlCwAKk7s5hihIjl/+5KXY2+tJ90+uuA5yq12EJCej66as+NRC2cefqSa9o0Q3nHGc/Gd1aepP4oU5JBSpZ6ebgJzARAYqb3/hXQ0GM94ghQGJb7acYGAnAlKSAg+5U707rMux66xwdbjUcJdS9fhn85/Pq7ZdJ7y7ojKGW+3Tq3CdF8kuTAISOAd5z8Xn9l8oUoHkcLusUV41znPyDz3axvPxteOe0w5u0qcZMzFFzZfgH8469l4cGJZP00/6vDZTRfhB+vPBHy/uK0njsa1BC+TvkALY4+MLcG/ntKRouqoxntOeir+8/iL8cDEikSNnDcRGUpab4TAbKAIXrK2jw1G8COilikBgkXsJvKsx8MbUmeRuLQJgXef8ywsC2bxq1t+jA0zB4bb7iHjziVr8NHTnoQPnv5UbTwtvxP64MlPQT1q4eX3/QBnHBptaWrW9fH5Tefhb89/Xu4xu8cX4Z3nPQfHTe/Hix+4MV7+r117Kv797KfjWxvPKn9j4/lSc/Hes5+BqaiJX9/yY2ye3tPXcxwN+Mb6s/FvZz0b1686SQkMtZqy3+QFuRESV1Kzk44zj7Yf+sj4Uvz96c/GhtkDePHDPxvykwwfn1tzDv7hpGdgnz+VeLikbUe2QCGl2mE3QsvdVqtwwkALpf25Yh595C6cJDDHhC4WWdnMdlBqw5gu+PGXF/0KAOCp2+/ocrL2xEHyq+2WnDICp5tj/Mtzr10E1G5XSOFjpzweHzjtUuVFI/v3EHjvac9Aw/Hwint1mb02w3X8T8EmU+fhnPqjW5KpXDMBYdfEYlx56St6NmHGq+OVT3sVNn8hId+/fNwv44bVm3ue2xWuCwjCO897ASJy8EsPGmJKGfuRfFwJiLL7tef9KCHdtuN6N+x/XfybuG/x2uT+ngtwDZhrdJ5vJxizC0Tr/kIYdCwKB/0JvOpxr8QJRzIWSMof86Uge4y1fpG63KvPeZnKMNlspe5JVn8YJwZWC0BgEoSlnjNigIK+n380vGWWH89jz3tr74dw7OrmNstmSBCmjBzJxI8yfWiRTjMqI1sasT5nMBDMJqk89T3iKxs/3pykZlxkwBEA1wGN14Ca3z4GzMIRRkpPJ0nHCpisc128jxhAlKWZUzH3LI37pO40xwE5bsblOr1a4hgFs7uK+5+Tc6KmKl6d1T7jnZIFRwD1WiqJVQ8IndK1CqIQugA0kZK2QhP5ybqIeca77semlAXXVT70vZ69owna8cCrJ21nqfq/jIFUcjInZmcVidlwUsXTiVTSOmPbkJEitKL94aSFuZIwqT5augTnwHRnLd5ZtkJD6HnJAM25seeVlYIgbf8xZUddD++7+9P4zZ2dlUqPAm+ZAnALDOgi6Od8oys051oJhogBuHVwMNvpamjOdbWPdIb7Vk8IAmoeaKzWmarAEHsraJ8wwSzgTeQXMy4IIgK7rjbucPG+c9xkEW47xZoU0ZzSKfaDSKqyiobgVWPzj6+K2I13jX0tVwBwVHBamJ2DvTJ4vtJ5dzExZcIEZ7n1VB9021EWwNiYzpEUJvexczkJnY20jbBKzmGzULqeam+Zc1nrrhvBwLnRMy7eeS/zu0tOJgB6/AZW8Bbr9MnQ/ZM6zwgPJTEaBtVuIBSTVIaJbp42ZsK7Y51bXhuedtcse9/xGjBR1ySSgpRqa9xqtb98GSryrGILaoihiOREpCXLLonWOALC2f6J3SCSSvLp2h5dXKMSYhdQwSVZ1yK9KxkSsRPpCO4uQV95EFpad+ud3w26aycCJsaTgC2yPndd3d6McZsOs++FKAKCHu86DWYllMw2h0Ds1j3Sf/caA2Gk2pSOyjULkZH47Q19n9qk0SZ3U6MxnSNlPlFEMiQCCVdNIJFDbESqGELRHvddYGoMGPNBHTkn9Eo/pwdJ1osPW0DYyN5NFAURCHrxEt2yUZLWq1pRxR1Su85qGc4ityBEWZg+iF3N7CaZHOyogNhzrsWsSCcIAHDxJHBlIARQG1PzwDZM9mwzlLTr1fW7Q2c/xJHdfcB2DR0fS3IdOUIJY16OBz1RH95xsILseoHVc5kUFsNSO9vEa1Qx3e7FrIIJZ3uowXJSefSD0VTLEBI3x6oMKqXbYN23oB80CQ/sMCBTuV/s8323d9WoMV+RupMiFDN4jH69VzGBoKn7skSa4AyQMaIJyvabd0RsoNYntH8vpV5sdE6bKhGEWnWlyYRMDpshqWEMpFTqMGktrkKoGVVVrhRH51xqq9pThKxIpZQQlq57GDDXdVyVgTQI4hw18fcd0q3sf4cTRgBCy+6WgiHYRhO6TNOQoRcS1v/PPIQTj5hWwcIboUmmZ33WxyvsKUcS0YeIaDcR3W599g9EdBcR3UpEnyOiJfrzTUQ0R0Q365/OApw9b6grkDhHEbFb55FwQa6fre82unvPIsK27wGM+8BYDeRmEDtr63orKGgE05Jl1H81F+V6CtVmz2l/LoIOSEn8ljt3GKFaZIZB7AatULudEdhxwFXs9EhkE7t5pjBF7LYkO2jAHJGSfA2xl5oHAnBqekGfpx2vIKU6nNTqQ5bZZGScCwaRpuMymxkqEWOL6SPJVnlwbw8cE3HaCIsTO6CFoTCxqRHy79EFRUbhRwA8K/XZNwCcxcznALgHgJ0YYgszn6t/XleuNdp/fdjEzox3Xff/MJHOLU2UTIgu9z/twHb8+Q2fzb42CV37M0daJtIeAKK99wUp/fpYDeSmJM84o6P2NCgzOUyRj46McwUhRGIvMGRuygyad5WlQ9UkyGELLFXOmqHBTOzMkmZ9oE36T93HLl6d7k6jMnFyFu8iMKpIzy+WBTXdbkdL7ChA7FWoLAg6a6YLjOnCMNALoNSVToz0mkfMZWBUkrZKSUo1L5qt0rn3+2xEb9WSKbRukhf2o4ayq5T1gZ5qGWa+log2pT77uvXnjwH8cv9N0Igj14Yrbbgywmvu+DZeded3sX1iKf7zjEuxpz4Fz3Hgew4iZl0dCFg8pqIeX3DztzFhFYs+9eAjeMH9N2Dn+BL83zOe1n4D0qKu42lCzjAEmQT8hiyIgLoHqvudhuN4Ysj+pZ4otCTLIoSht/8xgYvkY6N6YFjSeur0mNiDZIKXRWEVBJSEzaQrW5lFs88xlKXWsUkk6uHGZ9rtOMq2UObRTQyH63XP1595X20XKWxAHtBTBkiI3TPCmJvooFtmQadEOJED6PhtSL3AOpQYIq0UykMFW8Se9yhSF3gJrMyd/UBK3YX9jeUqdO6vAvBf1t8nENFNAA4D+HNm/n7WSUR0JYArAYAmliUFG4ZI7PWohac/9HP8w49Vaba33fBZNCemcN/kSoz5LsZrLlqhxP7ZJoiANYvGATDe/tNPY/nsoY7r/e2Pr8bWqZX45oaz2ttNpCeqpyW9jG2izjVvkp5RPWNCG4k0iqrZzsaTvlc/U0LqaRWDUS1lQW9ROYrUopZOL1wUsUudvo+U+X7DwklcHcNIPZarDddlx1KcRAyIFwebmCJZzEBNpO7viOKRwsJRbo5Oqhh075upNgtfCRTms57o0wXDwKT0MLlmYtdQR9XslTIJ5BkGjH+4IdJ5I3bdb2l1jPlvpNvTCgcvsG3mv3D6elUDkTsR/RlUieeP6492ADiOmfcR0QUAPk9EZzLz4fS5zHwVgKsAwFm5iYdN7GNhC4/dtQWf/OZ72j7/2+99tP9rRgE+99V/wvm/8rfYsmg1ZHpSkqMMWzKDFAjKf90Urk5Lg+bFBmE1rlzMibeB63fva4dUacIyJMM6FWoUKD1/vwtRrAbS0iBDLRJGMrOvK5yE0MzzhBKgSBN1SZVGOsy7jdhLqsMIiugYvSe546g86qVrCFAisTtaYi+KQWwwRDqJmG3oRfJ/T9NKpI3OVSL2J0fiVDCsBcTcKPaMke1/p9tk8v03g2p2KOaafao0+7b8ENErADwPwMtYh7kyc5OZ9+n/3whgC4BT+r1Hlbho9xZ8+Uv/WPl1CcBNn/5TLLJS4LZ9KfTETX/ue8pHeGpCeRoYIrX1662qgy8sY2DW4COoGnmeKE7sur0MKGm9NSCx+zoC06jnBGmfac8qgEE6UMrPNuIGJXc6jkBHAQuz7Y6iPg3SpH5sY3PmvR3l6tgPsQsXcOpKz15WDdXNw6MbHKEK4tS6RI0aP/eJsbaCOwOjjURN5sQh2nJiImeo8o+2pM6dv+da1RK73Y4+3lVfkjsRPQvAnwB4CjPPWp+vBLCfmSMi2gzgZAD393OPRw2Ikgo3gU4aPV5PilcDisjqOldHrK8bUjUcY2AVpLbycTuhST1Dh557Lda/2HJ17BOxoTmvSpADeNp1gNFJxul2GY8JrwtpxtJ6hjHY6HX7VS3F99BEx4EykNlwfaBeT44rDMtw2i1wrhfK8oXxjCriDSRIx2qMA4dmBg/wsu0eTe0t1u3dDoqYoDljAUkRe8QqMCkYgmrIEUDdLW+DQQFyJ6KrAVwKYAURPQzgr6C8Y2oAvkGqc3+sPWOeDOCvichYU17HzPtLt+rRCFeHjY/7nSHZgHp5vgccalYayJAJ1rk2PAGQr8Keu0WVdoPU0YNdio8XAhVQAzkuAKfYJGJo9zMoqT8NUwQ766FlxYurUdEASo1gXB39WtfTsq+lVVF5JQELo6SKyXP6ixL3PeUiOT03uEQb6eyJcfqPwS7XE+mEgPHn1u8g0oFJQ9hB+PYOqfzpRbxlrsj4+IM5x34GwGdKtyJdzHkIuG7tKXj8S96GH37mbZVeVwLY9Jv/hkN+l6LCxgi5dBUgW8jI6qRzOEf9u9CVhlQRrHVXGfJiFJyAUoKjUEnrlW2N8+5NYEd7wcgIVHCsqKRuAUgIJXWSVpU42gDbcQJr43XFuyazcHmkFlJjbC875h03UcEwBpszRd+ZIEUyZuEtGfcBZrU7kaxqgvYDqT3FWlEnsZdwqioM48XW7cJmB9EskQStKIiU6mvAwigjEaFKRCoJUSMjhWg1d0AoPNy5dCOe9KK34drPvQ2X/PLbERXc0n7xS/+AtbMHOz6fcX085YV/hf21ye6D3vOAyUm9PXdViToTgm8IpdlSvz03GczDhoBebIz7HIpNFBkpN8eoQv1ibvi2Tl4mSPswl7if2T23AsAxEb+pwCTbtS2Khlcc2mTJdB0lEWQVr+4Gx0tsDNrDcOhwtGqln4C+GAQQKx/4KFIJswq/Q068T9JpNsqoD8ugCLGHoaqWZNRDg8DesTLrXZKbFA0fYAEfCXIHSCUZknIwg1wmkq134Li4dcVxeOnlf4CfL9uYWUM1C6+99Lcx1poFS7VKn7v/Ybzy3h/i9ZdcgTsnlwEsQVnuhaTzbIyPJbpkE2gSsfYsCXWqXr36E6lzjDFvSGDt5kgyAoKGTixVoD+iEGzUMFW+p5hcRaJfFAJsKm1prxPqx73M2DHcHB9wE5iU1olXBSKVHsHTbo4Rq8W90P1I+70bSb8iUbWX5G7067FKoE+SMc0VQtmaJBeL1jROBWFeRbGqmV3bWbr1rVH1NbVf/aDEbqf5NTYv3+ki6JTDiJA7dIIkXeGlbBRmHmL3yuRakXDwpU3nl7rMt9eeCo6SgJyfL12HHeOL8bUNZ8bZDdnx2wne6NBrNUXWNqEIV3utNNuJ3cCkKDCGvQrBJiWr8UZhKDVErMvNOskYjrSnTRSi+r0wEtWUkdaNui5iJS3lJUnrBSG0tCyT7JpGZRDnYO/PI6HQvX1P/QgtaDis3m+vqGGi9mhn876qQL4GrD1XUBXq0tgHXkexmiIVuW3T4yDIiQQ27awMPaR1s7sLIk3sUTXEbpIMklZ91XTkeiQryY0zOuQOqJfv19q9HfpF7KZlRkGfL4MlOGoPyNk6tQIfmlqRHCMDxGkHTACQText1+Mk8oy7TFbH0UmoqtPpsYmMFSmiYFYLjQm+SrsWAprYtepoWPHdnJC7Up/IRGIP+5hQessb6+iD0PJeMR4xcvBgkzw4htgzXDZNVbBWzu7M5FhyB/SI6QCnftv3hJX7qMp7muuT6o9IWu86BfNOTA3g3GtV0SDL6yVvkbWJvREkgWyDCp+miI0QSmKv6UhfcGK4HvAeo0XusUqiy8sveh1jmBx03vbMYmfILwA7nkr4Vaupn6yIU+NdEoXJghBmVCMi0kmYqtmmsV36LGtimMyNrpXTJHY/CweLOC2LiEEyHFgDQUIvtG2LWKgmlAkSG1YAjKN3osZdLx3oAyhpTXJnFKuJuu3H6FoIWcROKnDNHRKxGwgB1PUcn+OEwO24gkKSsbGZ9NsQfb+uahib2K2I00GHjJHWHa2G8bXEHqu/WGdgfTSRO6C3sdpFjBvlpSqTG6SqLWxhFYRUL2tsTElq9gSJpd8IaFo51oWWzpl1ubkUhIhtnYOoqtgk++pFFCZFgavbBq0HbzUwNGndhtB+52wMTH1ex0hEZnGNr6MFBgpTn1cMIZI4hlwfe/15zVU7P0NmQkc1O0OamlmEZlIJ5KXSrRrGBsFQ/uFxBbGweCk8u5ll36Ptw97tGIZaaGaHYGQXBIy52hMpY6f8qNK52zCZ8RjAXAn/WBNyXukALShB+L7yiPH99m20aXsQqCCm9LMY6V1GUFFwKcSJusqpqhjQ0gGV80823iIOVHtM4NUAECzhsESYW8WdLDLOXpRdGUEUGQeCkjQCZqdh6n5C75xYdqYaiFFid5KWrAjqGeqe9kQq+L5cVjV2hYvQ9SGHRewGdtIrh5LApPkgdgNHJAQ/M6t02WWDgPoxk/Qi9nicaJXZ3DBiTixib1OB6t+SK9lRjia5AzosW+vf53r5x1oTuuoBGkcw5nQ2EVD3gfFJkJvjP91q6TJhXaxYbl25SGbpkYRI8nUUJXij1unHKBZVazT9ta0/w5X3/QBPe8YfZLRTS+s9/Ps/9b3/wDMeuaOS9owyfudpr8d/nv604d+IoHS8pm7APGzMOuCQ1jNTH8Ru29PKosfDhlIbTodgixGkAhmNWij9CEYNVAFGl9wBTZx1JWk1ciRIokRSHobkQSn9c/reYyqVADkZqhgplcReJCyfSJVECxrIJHiTkElyTxdJNtvsgfqjmtn+l7d+GW+681twWOLn//M3OPeFf4H1yybRaIVYt2IRHjnUADPDdx20wgiLt23Fj655Z8d1PBnNi2v3QuPfvvM+nHTwEbztkt8YwtW1qMtSqYNcS201351rxnEUqUC6wFWEOjQUsFtJvYNqdXFTHSRtseeoZyXS9wp05lW9UJk+qcgONPrkDgD1Mb1NanV+T6ljK2+DUDrQKBVi7KrSYuR72vhl1bg0hrvYbbDXPfQ5JBTB59U+JVKh9I18QyA7VmENc84C4X0/uRov2nYLPP0sG2YO4OeffRscQWAAjiBE+jmM8CiiCLVBUxkcxfBY4nW3fQVrZg/idZe9ocIrG3ILAZ8sY/8CiO0m8Zcp3CEEMFUHwpkhxRoUIPZIKqNpUMTIXrKNJotmLcMTLYxUXt0hYLTJ3UAIHcIsk7wrhtiHTV5EIMcDg6DeglTEXq+pdL2On5Q0A5I2xoUqit8nJnjHU4uJPSDj77U7WTPoOJ9dK5vjCIi5y1qzmAqTHZcDxrq5QwvYoqMDk0EDyxrT1V2QGYAESMb1AwBU6zdftB1R1E7sBkLoHDSNbHK1PyqVQ6sAsbeiROdfdX84esdtcjfNo7A1+uRuSE0TKuaslzVf/UQC5LiA44Jd5cNOri4EHCeggpK2w1D7pvehNzMvXrhIinxkELzJkGj8hYXQuVeMfn0hFKid+PdTngxHSjx7x6NfVz6yaCN2aif2eW0DtIoy6iR2M659V+mjZ1NFPuL/UtuvQvfsZTg1bo79Bsh1g6tjBozta54x+uQOWC/f114jreEFnuTBcQHPV2qY2GXMMlaavCRVBB2Rzi+eFcEYL3YqPS6zTEWcjgaxA8D3Vp+My3beXRm5f2/1Kbhx+fF6ETP2jcR17LIz1iGYm8N9uw7jkUMtgAiuAM7ZuBQnr57EZ67fhlAInLlxKU5bsxjEwK5DM/H1J2ou1i8dxxdvehD756I2DYEgYMp38Yyz1mPf/gP4wSMNhEzaKwlxG6Z8B884ZRW27d2PG3Y2LV4iqApYnVvz37/hc3A7irloL6dBxrkhdsGK1IdcwjK/DUjcHGUOiRovt5oOcmpmhfebv3v44fckdtOmqLyXTpH5RVDz0xOD1dMdEEcHuQOIoydrWjLljLD9YcERKh97zW/PYGmCi6RUapi8Ihh9IScdLRBPBK77gxccPorwlQ1n4z1nPF0HY5m9uR4DUYhFv34xjuw/gC/e+BB++tA0QEDNFXjVk0/Ciy5Yi7/+5++h4fp44WOPxy+dvQ4TDmPLroMAAAJhzbIpjJ+4Eu9937dw994Wgnh4Mequg8esW4TTXnguvvTTO/Efd86iKY1tIxkP66Z8bHrRObj25/fg3TceSlxSyQFI22dIwBDPpEt4/c++CDdN4qT14rKAWqED+hzSP8Yddr5h5kcUKXtZkfnqOsr7zESp2o/ekyMtF8+uqQRYe8QE/XnEdHsdhtj9BXAvTeHoIXejS3ZdADoBUdAHmXL8j0Kvzjf6fr+WHZgkZRJxWinJMvJGUUwYNU9NnKpK8c0jtixdi0AqG4IKKCaQ/j9FEpsP7Og8SYhUjVGL+IyKqheIcP+Og7iWmlg9QWAtHQoiLB13wRkEJIiwYtLHZaetRdicw1e3HEYLviJOIJd0BAGTNRezIRDAR1yjVb/XcYdx6dx2iNR73je2CNsWr9LRtVwivsGSWEkq+cBI7PMNm9ibJfKdM6w6rNBBZ+mDsjq8h7RutynU/utF69va6FocHUoFU3Ory8szAEaf3M12rS0vhwfU9CodlKj+E0d/6X96qTEcBxgfT/Kdp4+VEmg1i3nElEYXYhemxiiSDJJDSDI2TPzGb/wV7p8OAMfBeM3DZN1D3ffgCIHxI9P49r9e2XkSiRSx6/+GkZqovbhdu83eumMGt+5oN1gKAi5YO4MLT17XcZ1x38fpa5fhqWeuwxevuwX3NjyVUTQek9k3XuIRXnDaKnz7oRlsn2EEnIxhnxgXO0dw9buvbKOqWbeGq859Lv7mib+prus6CSF1hU1uUVIDdyEIJibREGg2i+my7bnJUOPa5PJKCy4dj2Q/u0Sm2sYkiQtCnUqg4t0uQRlOjUfMAhM7MOrkTl2kDs+zBlGB8GAzeMIoGXDGet32oz9zPZVKwHHaSdO8s0gT+7DyrWS4QjKgvR1M+mD9heeq/1dec3V4eNNzzse/fPcuCEfg3A1Lcc5xK0Guh7t2HsQFS48D/rXzHGKGsPsldjlV+X9ISggpIVjq4wgO1DkkJQTp8zMqMAkQXJA+n/U1COS6OGnNEjzrzLU4tH8/rtlyBIQaqC3fT0IU5l7EjJOXTeC1T9iErYfvwd7ZBqIouefKmb344vtf0dkvT/9d/OfZzzBPnJAGkE/wsYOBJnZPLAzB2LtZU+O0zHnMSYgHQUnAYOVEEafE7jg59ZNzfaPHb4WD55tKg6Cikr15St9QEKNJ7kUHpu8rkWuWe5emY1YDrtkrXzzpogouMDPT/jkBgB4oZqLF7k2kDZuWHtZITrZeNvXf/PYiNVape1Ink8ek2TwqCP5IM8SKRWPwXAdjnosokjg4O4vbH9qLze7SzHPecf2n8DfXfyr3mqS/+j2kVLUfV7939mgTAcA7CNcx56p6L0cuhSTH/g3hMnPUWwlfSF0vfc3e0O++q+pJZ+v0FlbPG9cnKDsGbWK3YUpSzja1gZVSnWek9S5o6YyO/ahhesHRapiBgwarx+iRu03s3Tor9hrxlOpkZiZ/QIWRkrJbPSQJ40Ne85PrmzaYgsnGlassBKnBaVJ92s9pAjkEtF4WStWjMyOqwhq2VMBtv+K2Ckfl5InmKdHXAKh5AhecuAa+50KEITzXwdqJMVx88lqsXL8Mr3/np/Get/xK2zzWS2ghZB1X6FxNnt2O7X0dq+8LXK87tAMBCeUq2ApSXGbp103EKbAAUrsutBOULGIROyVkfGfcej0HGPMVwasvdId2ST9tFsFGC2hUFPVpFw0xhtMR0a9noUiB7A8BeB6A3cx8lv7sbQBeA2CPPuytzPxl/d2fAng1VM//PjN/rXBrihK7fTyzUlOMTwBHptslG9ZG12art2TvOkrVk5WiFUgMl/3qtaXeWmad3+HuCHCzCXCkJ63OdGkGkR2Za3Lf2D7uRIl7V2aK34UfiM1WhO/f8TBcR+D0NYswWfOw/dBhfO2WB9EKIkSLl+KbV38FT33VS+DOzS50cxcWcfyDo7KEcpjkFYf2X19IyVHKZI6VcSpgALKH3cs8k+cCdVYSuLopunvEAJhrqnQCVcs5pq6sNzr69SwUkdw/AuA9AD6W+vxdzPyP9gdEdAaAlwI4E8A6AN8kolOYs9IdpuBYetAynWWOdV2lI5/VRGAK2LZavY1RnqskdidD7WG8FcJoOAbLNt2thuQ2nTtFUulTdR2LdhVPsmgxKLleoHNkxItAauGM1Un6eqZIQ8UD9WMnXASHJd5413cAAAEJ/MbTrsTE/Xvw0N7DEIIQhSH2HWnhUCPEI4dmcdO2/WhEhM+7i/HgH/4dfuX9b8fi/bsrbdco4i1PfQ2+tem8/AOMe6TLauE3MQ7OAhGMMeKb+r9liN1wc5FTiJSQU9OFb3oltZOsAqGGEXEaBybNf8RpWfQkd2a+log2FbzeCwB8kpmbAB4govsAXATgR71PHWCAmvP8mraGN9SA62VgNMm4PE/7Tmel6jURp/Oo5jATFp1c3uHKmfYyMJ4zDF30Im0MNsSeurAgtfWtuArPfYtW4WMnXARXhvitB67HX5/9LHxt9SlYfd9O7J9pggDMNAJs3T+LgIHDzRB3bD+ASLjYeXgON09uwC3nPB+v/9mXcNrhXlrzoxd/8/iX4b9PezJ2Ti7vfiBBByUBYFo4lUBM7M1yRXXaxqneaRaFIGW4bObY2JiVF8zckFIJeHr37Ni2tNHFIDr3NxDRbwG4AcAfMfMBAOsB/Ng65mH9WQeI6EoAVwIALVo5QDPiC+rUuJ7Sv/fyrTX6dUPs6YQ+xke3qnquRaGjTanXdrUbjKTjOeAWK88OIFkY4sumdg0EgGqAVy1h3L14Nd53ypMQCgfvP+VJgGRsP5AYq2cDCcxFOpKPsPfQLOC6ODDj4qG907hlw4WoHzmEMw48YjW0C/L6zTXpm63LGGm4n+c1hWEqmOX/fsELcKg+2f0glioiGZEO0F0A/3XAmhtBf8QugVJ9ZnvTuA5APjCbUnGaWrhNXclpGBJ7XH+34msPCf2S+/sAvB2qC98O4J8AvKrMBZj5KgBXAYC79uTBXoXtglUkJWfacJpF7GHU2wBbNYRI6nsODL0rYQYHUULw3dAME4NvxVV5Hpxcjj8/9/mdXwi9UyAR2w4BKMnMQZyC4X2nXmpt4wuQe9bzjtWQFE2HrkBkqeTKwKSIoJwap1UKBPpaLCNlZM/KGDofsCOyW0FvO1Z8nv4dq8lLEru9WxWks7TKRIAzpQobUX5N2kHgCZWqV1aXjnc+0NfSz8y7mDliJUZ8AEr1AgDbAWy0Dt2gPxse4gjFCJibBRpzVrX5jEFkIjvrtS7EHi4QsXvKWyaljJwImlhVNkugUb34LuAIcNH51AisQsDDHcjrGtPwYXkQAYh3E1Iq9ZperFc2pjEVNAa8o62GEsqVNqvWbS7Me3EApwYIP5vYK4PqCwbAUntPLZQXlD03Gs3ixB6fj/6JvW13qc8fr2vhhXQpvHA4xO4KYNxLpPajCH1J7kS0lplNfPiLANyu//9FAJ8gon+GMqieDOCnA7cyDzaxz84kQRNEwHgNACujqjlOCKBeQ11wUk7OhknXG4VdjfF9I0tNREi29zICEAFhsy1PzRUP3oiXPvQzPO/Jr+1+/RyBFQ5AoUTAQNSLjJiTdMITupatnlB1q01cgvjV2bL9E9fF9772z3j1k16Bn67Y1H5CKBPPi1AlSPvADz+K760+Fe875dLe7yVLcicCpFbLuDpHv4CuOmUfmyYfTj4nANCLcKjfVa92DAwGohDMprYo6xZmX7vh+NXr4GMjfaCEnn6ey168e+689D9pg2taGKvXgJmWzupY8WQlqHEyYfXnUZbDqYgr5NUALgWwgogeBvBXAC4lonOhun4rgNcCADP/nIg+BeAOqOTnry/kKdMP4gHXUmX4OkKUdU4YkBqQmtjHOcDuD/YgyRHF3s+9daDz33Tac3HVxsf1PlBaBD9Zjyfbts+8FWNZi+IA+PLXM0JRc/D0HXfh7Td/odL7P5rAAJa94WoEokKVWhzdOUBwXOyxBb3GdyH4WMXa45qRTPzeHUfnduqveR1wSKlhTI3TDlvV0YEi3jJXZHz8wS7H/w2AvxmkUYUQRUCzoVMJ5PS6IKVX95Xv+vHT+3DzJ/9k6E0bVfzDXV/GKTN78cenPbf3wYbgBcGte9jzqf/VmZb2GEYKBGD3e38Dp/z2+7FnfEk1FzXSehVuwASL4HOQltbT55uMjkfmFMELTcRgZUwdFL4VcWo36iiT2oEFM7cPiFZL6de7EbuBThZ1yc57ce1n3xaXfPtFhAPGy7ffiP+85ZPFTpCM5QcP4J7P/xVclkeLk8AvNDyOcP3/exPO2fPAAFfRZNZslsvo2Atk/XTcknV8R/dmoRkC07NJnnuT9973lKQ9SNtqrnK1NAFhbfa4/i+9UBi99AN5MCTebCqJvUzQBBF8GWF588jw2neUYEyGWBI2ChWCOPXIHnz09k9j1bF+O6qwojENt9+EdkbdaVIJVC2xxtI7I7byx4bTvDZBp9aOkkUgfVFXAHATz5kyMGoYUzEpS6V1THIfEsyAazTUT9kw56McO899LG79rersBGcc2YV/uPOannrZcdnCWUd2VXbfNN7/wt/B9hXrCh37T2c9G19df/bQ2nIMsNwch0TsNggq6trklckldtaecCYoMc8pAYqc625SSrAIDLF7XYjdtOMow+hL7nEe5lYisfeBrVMr8L6zno7fuf2bHd997vjzcPfitVizeAznblwKhwN85fbdiCz/wY3Lx/GYDUsw5gnMtkJMjddwzc8ewpFW8tJXTNZw8UkrsPfQLG57+ABmjO1Rq4ZsbFoxgc0rxhC0Wvjx1kMIpLrXigkXzz93Pa79+UN4+MAcmiFj8oKLcNzTnwjZauH6+3aBARycayknj/SYY6DmEl765NNx093bcPsj07jyvuuwNJiLD1nVmsGzd9+NPz7rl0Ct8vrEj296LB6aWNr+oRCA8OIt9ymrpnD2ukkQgJAJkoGv3rFLFb7ReXZ+ds5T8MSzNmJp8yDCiCFlhGazhSiKsPfgNL533wHMRALMwCdPvARP9WexVF6IKAzww/sPoea7+NWLT8DDuw/g2vsOoBEBE77AORsWYcWkj9u2H8KaRWNYWZf4ygNzeNLJK1ELG7hhVxN7GxKLfAenLR/DOeun8OU7dqMlgbmQMSvd2CfFYEld4MmbJnFg/yHceRh41qY6fvDAIbi+jzNWj2PvbIAfbpsBSMAjxmsu3oibH9iDLYfUe/IE4eQV41heF3hgz2HcvF+lJF5SE/iNC9bjB/fsxK6ZALNBhLmQOwsEMeO5p6/EphWTEESIpIR3660Y/+bXO97Pv573POyYWFbqnbYF7Q1beDK687x4BAOTrK8ZqHaZ5HqZ19Tvy9PVq2YLGP5dUva4IsWrjz5uH3FytwMmBiB2MOPBqRV4z5nPyCT3zx5/Aa7ZfAEuOWkVxh9/Ah7evgPvcB5AyCb6kPG8x6wHnbMakBEOzkU498Q1+MiHrsXd+5JBdNrqRZh49qm486G9+PgPH8Bu45YtTO1MwLDfpaetwjNPXYojR2bx7u9sxaxU+sLTVtRw4asuxic/9X38aMt+TDciPHHderxm/QbseMMf4Iaf3ItIMr5528PYNxd1BptKxqIxB0/+vRfjmi/+EJ/46SNY1prDCx++BSst9cp41MLz99yJa5admhlluL5xCJfuv7/j86+vPAXvOvWpuHPJGisYSIAcT7kX6oXsFZdsAm2exKG5AMKrYfnUGK76rxuxfYbjPD1PdOs4/KIrsHXMARGBmXH31h3YcXAOW3cdwCemduNgmESVbjh1FX5y6jI052bwd994EGPjNZz4G5fg4IH9+Lf/uRd75iRWTnr4zUuOw6lrJvDRHz2AlYsnccJEiH+7rYm/es5pWDx3AO+/5TDuPhhhw5SHF522DCc84Tjc/J17MRsy7tvXws/2O6qwRuwCJ7FpiYdll67B/VsewsfuBxrn1HH1LfuxZskEXnrOUty1dxZ/f90uQLgYdxm/9kdPxAM33Y+fPTKDkIEx34V/3BLsQojP3PggvrCNlZF/SuCX3/B43HvdPbhv3yx2Hm7grn0NbDkYtLvgMWPjS85EuHoMY74PRxCWfPITmeT+7gtegN0TSzo+zwbPL7ED7cQe3ytFrMYt2RC7yajaDXEaEhcIZH5tVIKS2GsFid20+SjDaJK7cT0yW8TG3GBGHbNI5CwOvgCWj3vYvGISKyZ9fPKuHZrYFQiMszYuB0chbt26Gw34eMJZx+PMtVO4e9+++Kg2GCIXds6aAttF1nvU1FjyXQfHLZ/Ac87diFYY4pb7d+FAI+pdUIaAj5z0eJx/YFsbuS8OG3jjfdfimieclWSstHDxwYfw9vs6F8I/Ofv52DK+IvFmcxxF7I4XE7vjODhv00ocmt6Pnz64H2tWr8TpG5bjlGU+th+abbvXnn0HcdehaSyaHMfqpRP48b078T+37MD+JnBE5gxPZrCUODwX4ob7d+Nx62sY9wDR0hG+OlPmdEvi1vsPYUxIhGIit3/GfQfPOHERWqHE98Q0bjskc3mBAeyYYbznZ9PY26pjyRJTE7UTp6+ZwPIxgYiBxRN1rFo8jrt2TmPHrH5prCKqHUfg/A1TOGGpi4f2OphrhYrcM3DLfQ9DuD6OW7kEk4MWionTbOigvTKpBAa5pzTGU26PSlYHWBWTTKZJJLUSesGk3hjzEs+atu+h7E3G1bFne612H2UYPXI3nRhGQNBUBtSBiF2q4KAogmRgX20Cy5szbYdsdAJcvHocp6yawJ79h3Hb7gZU7LtCzSGcuWkl5g4dwAN7ZyBdRitknHfCSnzh9n2doSxGDeOQjjgdDMyM/Yemcdedd+Fj122BZGDHrIm96T3g/98PPoTNM/vaPttRX4zLnvIGUMTK0yBVDq0pXBx068r4amEDWtjeamKWVNwAubpoOEinEnAw6RHOOm45rr99H+7bNwseb8FxHJy5dhG+u2Va30aHNjHjlocOIsQ0nn/RiXjm487Ed7ZM46E5c9/85/MgccLKSTyyd69K2e27cUQuoPrncEQ4LLVONQPh7Cwe/vldeN9X78GRUOCwrGGCxzFm35cZSz0XtYM+xg8fwuJZoDEnMAnAlV5ynCVpz83N4ePf/Tmu26UKba+Z9PGCc4/DCSsmccaaKfx070EAEswO9u4/gA986zbcsa+BwwFwKPJgpiYxY9ncYYAZ9YMH0Dh4AD/cdgRPOHUdzh4kijqOEwmVANXDuD4Q7O2lyQGTdZAR6potRezmOCE6E/t1A2kD65irskOaCWrSatScgsRuFuFitx01jBa5m85stVRxjX4KYNvXShXX2Da5HKe/5G+x+xO/33bo2771UTx00iLc/IST8P3b78fuGamoXd/6rHVT2DBVw/I1G7F22RQkA6snXZx3/AqsqDH2zqkDHY4gogiCJVzSy0OOdCWkBEURhIzgsISjx7EjCRSaz6T6zWrX0QyAhw5GMYl0DE89X9U1QggZadfPHn1oEq4FQXzoNatOx/Pri/D9n17Vdug13/43PPeCV+AH604HfG3JkkjSzrLEBasnsWrcxdPP2YxT1q3EWN3HsrqDxx6/HIuuewhHdLk5R0qIKESzFeIn9++BlMCVl52O33vaKfjj/7oJDdlO7I6UEFL12Rgxzlg7gUs2Lcbf/NdtOMQCJAgOM0QUgaIIjoxUvxKBWKp3I83nERwpMP7Tn+DCl/8x/qd7D7Xhjdb/3/nH7wWd8yQIBlwQWEZwiUGRxMHAwYPNMQSS8GBDYuW2GSzyBTZOEpxwDiQcuEygkLG36eHhhsSs9iJxoApDLG7O4KGrdNqmD6hfv12irR2w8zA158FwahOkyQPTeVDya66p0hvEO0ORnYq7F0z+qIhVBCugSN0U1yjcblaps49CyZ3KhJEPC+7ak7n+2zpSsaEDkwwp9ts+k8c9df540Owgd+CoXZwLIz2ct44vw5mX/6mS3AHEeUOsPjvv8PYOcgcefX01iP/+fPRF2fZt/u0P5OvcjYpyrjF/ahhmRbJ5c9kcM9tUeY2YtfRteb70G3HLrHLOCOjsryXOM+qhEeDI993xafzmjhs7PifgRma+MOuc0XGFZKnywzTm+i86bV5IF4lk1vWx6tffjTClJ6VH+Y+N76/YjAue8cftH5otq5UN8uaptTjjCW/s6MOFfpZh9k1ZjGL7fv6R1+PcXZ3GcLWAR8DM3DwTe5ckdGaHfWRO6f0JSVBSVjBRaZBSwZTJcmp85UeE2FUepPLq3ZEgd2YGjswoaXsQNQyzUuf0yFg36/j93eNRgKs3no+XX/QyNByv80sT7acnApPAw/XFeMzjf/9RJ60/mnH5S/437lixsf1Dk/hrrjGcimJpGGk9lPnbG+MJN2PtIhxd7lJUkydfrZB6gShyuchKHrjgxE6AV9deaOWpeiTIXbk9Dahfl1zKMPS8Z/wBDnlj/d3vKMW/n/hEvPO0p2NXfVH+QYbgdRpcKRzcP7UGz7n4d9HsQ3o4hvkDA3j+i/4ct63chJZZvBlqTrSa6me+iN14w+Qh0sRuG04dJymcMt+Vjkw/hVF7IeyFAgnAr6v60H12xIgYVDnRs5U+VesQg7C4xZ8IP1hzCv7ksb+Cv7j5i9gwe7D8fY8y/PuJT8SHNz0O9031qHpl3oEjAPIACDC5+P7yk/BHZ70Ef33nNVgWPHoKVt+z7Di896Jf6fv83/vpf+Gk/Q9X2KJ2zLk+3vLkV1ifdLrJ2vjexrMhjZRnVCJhMH+lInvliDFqmFbYPmcd4+U0qBqmD5h+inIK2M83hKPSSgtNz332x4iQe58w/tlR2FeA08dPugSrGoexLovcGdkDlPQ/hSzuZVvEQNgqe1L7/XLuedXmS3Dv1Kpi1zGuZOQALGJXso8cdwnWzR1U0a4EHZyV6gej1slCkSpZee3Jule3CiSmfUKoyWLeG9p1r/ct24gPXvCi8m3S8KMQmw+kyJ0l4mpJuixeLmzCtR9Hfzzn+vi/51ze/gWn42czEHuLBfMUmIRENdqN2E2FMxOYZN6tWABiN30S6RiYUaiyFBO7Z43Z/nB0krvxh5WyzdWxH7zrrMs7P2TkpyU1g9Fxuvd7t2tkHs8AR0BjGn3tCc0uuIrxKYQKSnJcnfcjiJ/lHac+W/3H1B5NG6o8VxVKSefpkJpsSr8ryw5gKjYxNLF3I3cCew7g10Cup44lvRshtzISeZ8t9TPruAqrFJ4MAG4hazCwyauSfAIi1pwzgMY0lo5bur/nidjzyNGOXWlYXmxGBSjy3of5bAjtt4k9mIc+6gnNK66vVTH6swFw9JG7kQyiSEuC87iNEtSfz21RVMbOA8DRkoPR9RErYk2XMDMEArQTfBACDaFSpwokn5vFQHK5d2baI7jcWCeAQGr3YZMEh6otXHFBC6CT2AElgUlWC2Sp1X6AdkShTtU7ZI+YNh/2AsQ+10wMpyQSHXs32MUyqsIoErvjJgJVRTi6yN1s+8IF2EI5OkpumDUzh1S0qjBcD/B0EWm7vJzrZKdSNQRvJDBDls2W8k/2LZ2h4VHXAYKCi5jnWVJdifctSO0gXE/1KWupnRlApLw4hI4CHZTg46AgU+M0qz2G4EMMjeBNO4IQaDXmQQ1jnjtHDWPfPwiB2UYyZ4VQJFYm4rQKgrdPD6PyqYGHAlKk7vqVC41HD7nHg7dEHveqYPy/QcO990IUEjHE69YSlyu7HUbvV/OU9Jk2WpvgJ+El1wN0CTRD8Jx4QAioz7qGzhNQ96FF/3LP4wpF7LaXgZTtaiKOAGnsJgNI8GanJcMeUjKpYtqStIpmCFIokKTDHroaxki+PaR1ydrVsZm0yeT+KdvngxK83aaFEA6zQEIJU7lqqcFw9JD7QsEvIWEMioXwqyUCPB8o4vvvO0AzQ7fKehLX/Havp4aulFXzUhxNapJnxSM4AvB9Rbxli5TX9La2w/AqdYoEa7izyTRYQ//5f7Qxv+iiTPr+3OzzfjlgVn1dcX3bruiVsS6SSQ52A9erYC6V3MW1tUmnIxkBXodwrV3ykG7R6wAi+hAR7Sai263P/ouIbtY/W4noZv35JiKas757f2UttfM1F/FUGRRCS6tmMM6LFX+eR50QgD+WEHveMxrbpaD8xc4QvPk/kNRhbdoxDJRI8Y51HdKqFEPs5qZFul1ASfqul1w7fSIbIrb6mCNANvtTh0WB8mwqvNsyz+0CVHEQXVvq3CHC6Na7EbuUys1xtql+A4kAMehc6vc84yodjAixOzUVnETaQWBI3FJEcv8IgPcA+Jj5gJl/zfyfiP4JwCHr+C3MfG5F7WuH7YPNfbrVFYGgdglwvtyzhm0AsyEcNciM1FrkGYlUtjJPACE6VTRSqihIz7L2myhEgpLs7WsJY+xkbTh1k8Fuv9puTTOh6qLAc7BZZCy1AEsgaum+KCBFMXfXr3eFGU+efr6KJHihdzuNIRoHDbF3m3NSqoW8FSb6bBK6BF6Vc6mE9B5p3foo+K8TqXHmGpXhcHmlJ7kz87VEtCnrOyIiAL8K4GkVtysfsSsihhNJRk67cXDeJPYhLlZt0AuX8EDC9iQpejqpyZrn/hZJQMh2V9FIS3NCWMSvr+UbaVu3rWhzCNpFsiCxA1D6cZNV07xj7YIqNcHHF0+fysn5gyzCZuESrr5OP4tE+np6cfR9FYVaNXoFJgFK3WEKaxjJXpAVYwBUQmbxohz/k404uHEBbHSZEGqHbIi9DK/0mV9nUIXPkwDsYuZ7rc9OIKKbiOh7RPSkvBOJ6EoiuoGIbuC56XJ3jUPk+3vonItqaVYkATPzJbEbohz2npGU/zrlEbtRvfRSe8X9nxFYBFgh3NbzmHJpprA5QathPPXTK27AhiBl4Pa8xJWu0LuyyLxNoW9J41mk0WY4rcBgGS8uVeigkSyOnqcWuypRhNiDUGVzbNnEbgLILBVblchSvQGW0CEzs8IuCMhJ/NcpZ87knoukcHdJDGpQvQLA1dbfOwAcx8z7iOgCAJ8nojOZ+XD6RGa+CsBVAOCsOqH8G4gj27Q0Ncg7NMU12qomzTd6TKBBQUJL60Znbu1MDFGbichGQu0Ski20BA90GqliF0kkCyXr45ohMOZrck6HnGfsBKA+jucx6Z2H4yZFQkpDIg6Ciicaq4Cj2IPGepZCHjElQQDBBYQEywo8aGKblKfzpldRpcn6nfU9oMZHM1BxEGbRFpaANEykPWhGLuLUCIxuUqms5Olt+XZKom9yJyIXwIsBXGA+Y+YmtCKRmW8koi0ATgFwQ7/36dEIrX93+k9hanS/8zEYu2GYkrsQgPAVsdt6ZWMgrfmKaG1dtylL2Gpll2AzUr6r/cfTPsNSJlH3McFro2vdVQYle9AaUuU8aUtLp47brorpF7ER1SJ4jhTBO8IS6nWgXOX2EAKIAfKVGktW4OlicqBLqWIJ+tUz2wbxbt9HUkWctsJkAZ4vYjcwY9ZukynNt6AgTcx2rEa50+H2T+zAYJL70wHcxcxxYg0iWglgPzNHRLQZwMkAMhJLp9Dv1slI7642UJUNbSehjXgLSOrDhlBbQqKUlOsIJUGP1xMVlL2+GOL2HaDlAUdmMwielGLPVJzP0r+b44xOXQggZO1l4iSuk7YtxbhI2pcz+nontUCVQsoQxxJK522NAQ6BiNSklGbXYpMkt/3quHzZMFoA5NTAiPrz2smC56lnK1vJrE2N1oPYw0i5Oppis4LmX52ZRqS9YhYaRIrQYyGkD2L3BiN2oJgr5NUAfgTgVCJ6mIherb96KdpVMgDwZAC3atfI/wbwOmbe37MVg+jFiJKIxMIqFUoS9Awz4rQwBpCyusF1QV4NZHKyxJ8Llf9lYqy3lCVIlSZbNN7uumhg+t/P8i+HLnpgpSnwdOmzmUayGDMQS9Am3XCshoH2iKnprW2V70vr3zlM3AmZlXE1aCh3R5tw21QVkfa+aanzESXnlxUbSYCcul6AKwCR8qF2S6gC4lQCXVwdzfMHkQpMsondqPXmlditdxaFPes4zAuIVECgCU7qh9hjG9RgfVnEW+aKnM9fkfHZZwB8pnQrwhDMDBrE/1UIRTDNVve5ZXKckCVljILRpVvmwH7g+iBXe3+QpTd1hFLDjNeLX8v4oI+PKQk+3V/GRdJ3ki26DdZ7dmPsIygJa64BjNXb84uQNpYyAyQTL5ChSYSsydlKLcF6DJkkY/YE5QhAEx3+7QwATpLWoDQcwKkDUaMaCZ6g+g0EBAV1+h2JzFIwEaeNVnKcybdUetdSEYz3kuSOjdm8g0ipG/tVwziWN1kFY30kIlR57pAKCPFqgz2U0JJht9D2Mjkt5gMm2VRYUXQhCcCtgeLAJHu2auKs9whayrwuAWMe0NKpA7ImkSsA6SZbY2PpN5M/Ctq9OZotddBYrTNNsOcCHqGvFATdHwSZjecWAFcTq5Fi9TshVxlgOYSKLs1jEG2EJqkiX0s1i5TtSNQAVJD0Kzawumpxb3VJJc3oHQ0chIkPuy0oxHNpvomddcWkVD8JDD0/WyYcV0ns/ewsjQrU09J6Re0fDXJvzYIP7gaWrwP1mxXNSOCuq/NHhJ3fj4Lh1AZHKoAmzJAE+4GjyIFEznbcuBDmuTD2ApFaPIOos71x/wtAaiNrXNGJEm8Z8x7M7VstbUz1E4IXjo5odNRCUqXKyhBT/PgW2XN6Wy8VwUuGsg8UkYBZq2sclM5bQ9qoLLQNaVAJPm2TyiN4hlq8Mhc9La03g6RkHqFdbTCf8ynW+WeMCzMG51uCdzxN7H30hyBF6m7+nLz6B/+Gp+26o3SzRkSEZUR3XgvMTQ+ufzcqBHurb2ehGwliZ0XqQQMIqih9pgyA5NS1R0zOMxrd6CDqry6DMNabu671Dix1iiF4tsREZiXBN3W5NRNt6er35XkDpptg6wfJ78LDzBB8E8VFKs5YKAqCCERudfYFQ/CepwNoCsL4tzdawFwABJrYYzUMzb/xNM4K223Bn8f2kF44Xb8/YvccZc9yna59ubI5jYmofBGfESF3INx6A+RDt4NnByR4wPKs0BZn0b3z5hes3N6ilvoZWGInFflmEmB1IwRRwYQU1Hv+2O5w6XuZXZXtvmZyf4QyyWltbCImCnWQNqf5HYDaTVAxkpcREDWV0a7wPY3UXXYsm3fkav19BWM2Jng/2yiehiHRRksHnukxupAeMaYQShSORioB4ah55/j99YnnaI+Y7obov735kzjxyO7+mtjXWUOAPLIX4ZYbwY/cBZ45NDjBm5wjrrsAVvw8sNI7Ry3tiTHo3lGHNAvtcjUfnj+Fm0zIJiZOgkyAxNjK0D7KJsDIXMaokvr0Huhob167ul2DdRUpTSyF31u/75dAIGWYE17vw4vCtYzTeTASu0n4FnFi7BPdiWg44ITYTWDdQkM4iRDSj6ujJ5IEiD368mBtAkGfMR0joXM3iHbdAwgJNwog1p8BmljUH2ERlBTrUBKGvJDRarGbWaAkQNto1y90xCmEzsFeZICZxE92Wt6y6BWKXhRhqA2ubrK7klCpax1HLcxAIhEZfXzV7m6Fu0EvShRqHfYAfVioXQRiAXZMwZEK9O/Mql8jmaF/1+9VSqAZ6UpOwIIEJrW1iZN4g1EhdtfvT5giaHfgYsQuhMRHLr4E59ZuxuQ9B7GoI86/O0aK3Ll5GOHWn4HnjsCdm4E4/mzQ1Artp11Cp2XrBI2+dqESCMXEHgLBHKphRlIDDEYKKzjpJCc5X/qSgllL1hU8g2mL51geTKwCb2ZnAXeq3avJ2FDs8n7zhbirtL7XFN3u2Y8DkmFM8L4yug/qRmEIvu4rKTgdlBbpDJ5zxksI7XNpXmERe7RAczcNx9X69X6KjUD1Zc1yB849Vqlu63wAp47fgK9cfATREcIph8v1Af3/9s4mxokyjOO/f/eji7DRXUEkSBAMmnASQgwHwlGFy8qNkxxMvGiiBw8YLlw10YOJMdFIgsbIRY1cNH7ExJMoGD4lfKhEXBHEKOgitEsfD/POdui23W63y7Rvnl8y29mZ6fT5v8/06fv9WhckmqTpRgwM0XfPgwyu20bfyAiV4qJqoJ5K3JoUShOwUHPOQu693CAotDrwJK0nbiXNpup5LenqWBvYK23OaJn2pe3vh8lWcg6hlJDOpVIchIVD1ZxxI5vTA1nXWAX+mmg+8rHSSj12KOoPhonD0hWgsl+YBUMwvIhbfWzV+vnZBPipHhQZw7IBeyaD00Ey5VK4VwGKaRtHg/doEFTsTPuekZT6Jq/TsdlDJ9Ol7yrJD235ZlJqupFOJTBT4/k8Y7RRDZZ5b6sl9Va/+30DYQ722ZmSENJy2qI1U0ZUOxmYIStTuPoLI5c/5bdT40xeu9qs5HbIzDbU/dSuDe7Vs6h4J/0rN1AY6qfSP0hhyUMUhu9FAwtqLi2kN5x+mzTHV/eTWksDm5zESqXWhjhb+GOV+ivktJvuhYFqo1gFZn7aKhl7kgYx3bEAjY4ybTHecjnTFlDHvlKJyt9Xps/jXos1syncN9OQpOIQGizWDGYCFg2HL1RtgG839z6HuVYqN+HGtWr/cxVgQU3pIovSH88OBsdKqfVg1IhUS/lGMnhwYgK7Xqo2aKdMNZznFNzbza3P5i2t3l+qv8JXq9wy0KuGvj5sYhz79zyq/AflEpNX/uTmhSOt3r3rg/sfwARwOW9b5pHFxKsvZm3g+nqdmPWtNLMl9U50RXAHkHSw0S9QDMSsL2Zt4Pp6ndj1NaJrukI6juM4ncODu+M4ToR0U3B/M28D5pmY9cWsDVxfrxO7vrp0TZ274ziO0zm6KefuOI7jdAgP7o7jOBGSe3CX9LikU5LOStqZtz2dQNI5ScckHZZ0MBwblfS5pDPhdSRvO1tF0h5JlyQdzxyrq0cJrwV/HpW0Pj/LW6OBvt2SxoMPD0vamjn3YtB3StJj+VjdGpJWSPpK0g+STkh6LhyPwn9N9EXhvzlhZrltJIuz/QisBgaBI8DaPG3qkK5zwOKaYy8DO8P+TuClvO2chZ7NwHrg+Ex6gK3AJyTj8TYCB/K2v019u4EX6ly7NjynRWBVeH778tbQRNsyYH3YHwZOBw1R+K+Jvij8N5ct75z7I8BZM/vJzErAPmAsZ5vmizFgb9jfCzyRnymzw8y+BmoXOm+kZwx4xxK+Ae6StOy2GNomDfQ1YgzYZ2Y3zOxn4CzJc9yVmNkFM/s+7P8DnASWE4n/muhrRE/5by7kHdyXA+cz//9Kc8f0CgZ8JumQpKfDsaVmdiHs/w4szce0jtFIT0w+fTZUTezJVKP1rD5J9wPrgANE6L8afRCZ/2ZL3sE9VjaZ2XpgC/CMpM3Zk5aUD6PpgxqbnsAbwAPAw8AF4JVcrZkjkhYBHwDPm9ktM4PH4L86+qLyXzvkHdzHgRWZ/+8Lx3oaMxsPr5eAj0iKfRfT4m14bW/trO6hkZ4ofGpmF83spplVgLeoFt17Tp+kAZLA956ZfRgOR+O/evpi8l+75B3cvwPWSFolaRDYDuzP2aY5IWmhpOF0H3gUOE6ia0e4bAfwcT4WdoxGevYDT4ZeFxuBK5nif89QU8+8jcSHkOjbLqkoaRWwBvj2dtvXKpIEvA2cNLNXM6ei8F8jfbH4b07k3aJL0jp/mqTVelfe9nRAz2qS1vgjwIlUE3A38CVwBvgCGM3b1lloep+kaFsmqaN8qpEekl4Wrwd/HgM25G1/m/reDfYfJQkIyzLX7wr6TgFb8rZ/Bm2bSKpcjgKHw7Y1Fv810ReF/+ay+fQDjuM4EZJ3tYzjOI4zD3hwdxzHiRAP7o7jOBHiwd1xHCdCPLg7juNEiAd3x3GcCPHg7jiOEyH/A00aTdC46GFXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算轮廓\n",
    "threshCnts, hierarchy = cv2.findContours(thresh.copy(), cv2.RETR_EXTERNAL,cv2.CHAIN_APPROX_SIMPLE)\n",
    "cnts = threshCnts\n",
    "cur_img = image.copy()\n",
    "cv2.drawContours(cur_img,cnts,-1,(0,0,255),3) \n",
    "plt.imshow(cur_img[:,:,[2,1,0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e6d5b747-e15d-4280-ad27-2d7b52d78916",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(24, 102, 50, 14), (90, 102, 51, 14), (157, 101, 51, 15), (224, 102, 52, 14)]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "locs = []\n",
    "\n",
    "# 遍历轮廓\n",
    "for (i, c) in enumerate(cnts):\n",
    "\t# 计算矩形\n",
    "\t(x, y, w, h) = cv2.boundingRect(c)\n",
    "\tar = w / float(h)\n",
    "\n",
    "\t# 选择合适的区域，根据实际任务来，这里的基本都是四个数字一组\n",
    "\tif ar > 2.5 and ar < 4.0:\n",
    "\t\tif (w > 40 and w < 55) and (h > 10 and h < 20):\n",
    "\t\t\t#符合的留下来\n",
    "\t\t\tlocs.append((x, y, w, h))\n",
    "\n",
    "# 将符合的轮廓从左到右排序\n",
    "locs = sorted(locs, key=lambda x:x[0])\n",
    "locs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2a54a4b1-5dd7-4701-b0e2-49ca4ab364ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x291bb6e9a00>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 取出第一个轮廓\n",
    "gX, gY, gW, gH = locs[0]\n",
    "group = gray[gY - 5:gY + gH + 5, gX - 5:gX + gW + 5]\n",
    "plt.imshow(group,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "eb478b13-d35b-46f3-8862-b29cd58bd8d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x291bb74e700>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 预处理 双峰阈值\n",
    "group = cv2.threshold(group, 0, 255,cv2.THRESH_BINARY | cv2.THRESH_OTSU)[1]\n",
    "plt.imshow(group,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e0eaa22e-f246-4d65-9228-04ecb3c1ec95",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算所有数字的轮廓\n",
    "digitCnts,hierarchy = cv2.findContours(group.copy(), cv2.RETR_EXTERNAL,cv2.CHAIN_APPROX_SIMPLE)\n",
    "digitCnts = contours.sort_contours(digitCnts,method=\"left-to-right\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "139879ca-aac3-4c30-bd03-521640e39afc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x291bb7abc40>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 识别第一个数字\n",
    "# 找到当前数值的轮廓，resize成合适的的大小\n",
    "(x, y, w, h) = cv2.boundingRect(digitCnts[0])\n",
    "roi = group[y:y + h, x:x + w]\n",
    "roi = cv2.resize(roi, (57, 88))\n",
    "plt.imshow(roi,cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a16da43b-11bf-4979-968e-8edbf0e4a7a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 计算匹配得分\n",
    "scores = []\n",
    "\n",
    "# 在模板中计算每一个得分\n",
    "for (digit, digitROI) in digits.items():\n",
    "    # 模板匹配\n",
    "    result = cv2.matchTemplate(roi, digitROI,cv2.TM_CCOEFF)\n",
    "    (_, score, _, _) = cv2.minMaxLoc(result)\n",
    "    scores.append(score)\n",
    "\n",
    "# 得到最合适的数字\n",
    "np.argmax(scores)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
